In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x10a4914a8>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x10e022630>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.0
/Users/manopaul/anaconda/envs/deep-learning/lib/python3.6/site-packages/ipykernel_launcher.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, shape=(None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, shape=(None, z_dim), name='input_z')
lr = tf.placeholder(tf.float32, shape=(), name='learning_rate')
return inputs_real, inputs_z, lr
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
alpha = 0.01
with tf.variable_scope('discriminator', reuse=reuse):
# 28x28x3 - starting image dimensions
# Using Xavier_Initializer as per project reviewer's feedback to break symmetry and make model converge faster
d_layer1 = tf.layers.conv2d(images, 64,5, strides=2, padding='SAME',
kernel_initializer=tf.contrib.layers.xavier_initializer(uniform=True,
seed=None,
dtype=tf.float32
))
relu1 = tf.maximum(alpha * d_layer1, d_layer1)
# 14x14x64
d_layer2 = tf.layers.conv2d(d_layer1, 128, 5, strides=2, padding='SAME')
bn2 = tf.layers.batch_normalization(d_layer2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x128
d_layer3 = tf.layers.conv2d(d_layer2, 256, 5, strides=2, padding='SAME')
bn3 = tf.layers.batch_normalization(d_layer3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
alpha = 0.01
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
g_layer1 = tf.layers.dense(z, 7*7*256)
# Reshape it to start the convolutional stack
g_layer1 = tf.reshape(g_layer1, (-1, 7,7,256))
g_layer1 = tf.layers.batch_normalization(g_layer1, training=is_train)
g_layer1 = tf.maximum(alpha * g_layer1, g_layer1)
# 7x7x256
g_layer2 = tf.layers.conv2d_transpose(g_layer1, 128, 5, strides=2, padding='SAME',
kernel_initializer=tf.contrib.layers.xavier_initializer(uniform=True,
seed=None,
dtype=tf.float32
))
g_layer2 = tf.layers.batch_normalization(g_layer2, training=is_train)
g_layer2 = tf.maximum(alpha * g_layer2, g_layer2)
# 14x14x128
g_layer3 = tf.layers.conv2d_transpose(g_layer2, 64, 5, strides=2, padding='SAME')
g_layer3 = tf.layers.batch_normalization(g_layer3, training=is_train)
g_layer3 = tf.maximum(alpha * g_layer3, g_layer3)
# 28x28x64
# Output layer
logits = tf.layers.conv2d_transpose(g_layer3, out_channel_dim, 5, strides=1, padding='SAME')
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
data_image_mode="RGB"
image_width = data_shape[1]
image_height = data_shape[2]
image_depth = data_shape[3]
input_real, input_z, lr = model_inputs(image_width, image_height, image_depth, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_depth)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
saver = tf.train.Saver()
samples, losses = [], []
steps = 0
print_every = 10
show_every = 100
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
batch_images *= 2
steps += 1
# Sample random noise for Generator
batch_z = np.random.uniform(-1,1,size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
if steps % print_every == 0:
# Print losses at end of each epoch
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
if image_depth == 1:
data_image_mode= "L"
show_generator_output(sess, 25, input_z, image_depth, data_image_mode)
saver.save(sess, './checkpoints/generator.ckpt')
return losses
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16 #128
z_dim = 100
learning_rate = 0.0007
beta1 = 0.2
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 5.5389... Generator Loss: 0.0050 Epoch 1/2... Discriminator Loss: 0.0053... Generator Loss: 18.2402 Epoch 1/2... Discriminator Loss: 0.4529... Generator Loss: 1.0187 Epoch 1/2... Discriminator Loss: 0.0088... Generator Loss: 11.4992 Epoch 1/2... Discriminator Loss: 0.0008... Generator Loss: 8.8445 Epoch 1/2... Discriminator Loss: 0.0229... Generator Loss: 7.9375 Epoch 1/2... Discriminator Loss: 0.0130... Generator Loss: 6.0877 Epoch 1/2... Discriminator Loss: 0.0135... Generator Loss: 10.2666 Epoch 1/2... Discriminator Loss: 0.1101... Generator Loss: 3.0463 Epoch 1/2... Discriminator Loss: 1.6547... Generator Loss: 3.1057
Epoch 1/2... Discriminator Loss: 0.8837... Generator Loss: 1.1439 Epoch 1/2... Discriminator Loss: 1.8704... Generator Loss: 3.7286 Epoch 1/2... Discriminator Loss: 0.4294... Generator Loss: 1.4675 Epoch 1/2... Discriminator Loss: 2.1306... Generator Loss: 0.2455 Epoch 1/2... Discriminator Loss: 1.2016... Generator Loss: 1.0792 Epoch 1/2... Discriminator Loss: 1.1558... Generator Loss: 2.5875 Epoch 1/2... Discriminator Loss: 2.0068... Generator Loss: 0.2337 Epoch 1/2... Discriminator Loss: 1.4287... Generator Loss: 1.4837 Epoch 1/2... Discriminator Loss: 0.8860... Generator Loss: 1.0028 Epoch 1/2... Discriminator Loss: 1.0931... Generator Loss: 1.1276
Epoch 1/2... Discriminator Loss: 0.7919... Generator Loss: 1.0353 Epoch 1/2... Discriminator Loss: 1.4405... Generator Loss: 1.4878 Epoch 1/2... Discriminator Loss: 1.2231... Generator Loss: 0.6028 Epoch 1/2... Discriminator Loss: 1.5101... Generator Loss: 0.4049 Epoch 1/2... Discriminator Loss: 0.5757... Generator Loss: 1.5060 Epoch 1/2... Discriminator Loss: 1.4311... Generator Loss: 0.5073 Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.5260 Epoch 1/2... Discriminator Loss: 1.1860... Generator Loss: 0.9695 Epoch 1/2... Discriminator Loss: 0.9724... Generator Loss: 1.6295 Epoch 1/2... Discriminator Loss: 0.7166... Generator Loss: 1.3182
Epoch 1/2... Discriminator Loss: 0.8442... Generator Loss: 1.4248 Epoch 1/2... Discriminator Loss: 1.1751... Generator Loss: 0.5674 Epoch 1/2... Discriminator Loss: 1.1402... Generator Loss: 1.0685 Epoch 1/2... Discriminator Loss: 1.1118... Generator Loss: 0.5944 Epoch 1/2... Discriminator Loss: 0.8627... Generator Loss: 0.9046 Epoch 1/2... Discriminator Loss: 0.6163... Generator Loss: 1.1750 Epoch 1/2... Discriminator Loss: 0.7427... Generator Loss: 1.2468 Epoch 1/2... Discriminator Loss: 0.3156... Generator Loss: 1.8109 Epoch 1/2... Discriminator Loss: 1.1730... Generator Loss: 0.7663 Epoch 1/2... Discriminator Loss: 1.1285... Generator Loss: 0.7607
Epoch 1/2... Discriminator Loss: 1.3182... Generator Loss: 1.6695 Epoch 1/2... Discriminator Loss: 0.5718... Generator Loss: 3.5163 Epoch 1/2... Discriminator Loss: 0.6861... Generator Loss: 1.3908 Epoch 1/2... Discriminator Loss: 1.3848... Generator Loss: 0.8102 Epoch 1/2... Discriminator Loss: 1.0405... Generator Loss: 0.6887 Epoch 1/2... Discriminator Loss: 0.7373... Generator Loss: 1.0553 Epoch 1/2... Discriminator Loss: 0.8033... Generator Loss: 1.0434 Epoch 1/2... Discriminator Loss: 0.9273... Generator Loss: 1.0104 Epoch 1/2... Discriminator Loss: 1.0600... Generator Loss: 0.9506 Epoch 1/2... Discriminator Loss: 1.1892... Generator Loss: 0.6743
Epoch 1/2... Discriminator Loss: 1.5196... Generator Loss: 0.3431 Epoch 1/2... Discriminator Loss: 1.2578... Generator Loss: 0.5336 Epoch 1/2... Discriminator Loss: 1.2854... Generator Loss: 0.9542 Epoch 1/2... Discriminator Loss: 1.1677... Generator Loss: 0.7850 Epoch 1/2... Discriminator Loss: 1.4443... Generator Loss: 0.3496 Epoch 1/2... Discriminator Loss: 1.5232... Generator Loss: 0.3617 Epoch 1/2... Discriminator Loss: 1.3911... Generator Loss: 0.5247 Epoch 1/2... Discriminator Loss: 1.4093... Generator Loss: 1.0273 Epoch 1/2... Discriminator Loss: 1.3137... Generator Loss: 0.8657 Epoch 1/2... Discriminator Loss: 1.6281... Generator Loss: 0.3188
Epoch 1/2... Discriminator Loss: 1.4284... Generator Loss: 0.5458 Epoch 1/2... Discriminator Loss: 1.4792... Generator Loss: 0.3791 Epoch 1/2... Discriminator Loss: 1.2636... Generator Loss: 0.5539 Epoch 1/2... Discriminator Loss: 1.2639... Generator Loss: 0.5473 Epoch 1/2... Discriminator Loss: 1.3434... Generator Loss: 0.7846 Epoch 1/2... Discriminator Loss: 1.2200... Generator Loss: 0.6634 Epoch 1/2... Discriminator Loss: 1.3403... Generator Loss: 0.9073 Epoch 1/2... Discriminator Loss: 1.5719... Generator Loss: 0.4359 Epoch 1/2... Discriminator Loss: 1.3885... Generator Loss: 0.3853 Epoch 1/2... Discriminator Loss: 1.3959... Generator Loss: 0.9921
Epoch 1/2... Discriminator Loss: 1.2929... Generator Loss: 0.7058 Epoch 1/2... Discriminator Loss: 1.2866... Generator Loss: 0.7850 Epoch 1/2... Discriminator Loss: 1.2225... Generator Loss: 0.5631 Epoch 1/2... Discriminator Loss: 1.2411... Generator Loss: 0.5707 Epoch 1/2... Discriminator Loss: 1.1444... Generator Loss: 0.6377 Epoch 1/2... Discriminator Loss: 1.1946... Generator Loss: 0.9449 Epoch 1/2... Discriminator Loss: 1.2710... Generator Loss: 0.5938 Epoch 1/2... Discriminator Loss: 1.3287... Generator Loss: 0.6703 Epoch 1/2... Discriminator Loss: 1.4905... Generator Loss: 0.4416 Epoch 1/2... Discriminator Loss: 1.2427... Generator Loss: 0.7019
Epoch 1/2... Discriminator Loss: 1.3075... Generator Loss: 0.5688 Epoch 1/2... Discriminator Loss: 1.3968... Generator Loss: 0.6447 Epoch 1/2... Discriminator Loss: 1.3008... Generator Loss: 0.5287 Epoch 1/2... Discriminator Loss: 1.4225... Generator Loss: 0.5263 Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.8759 Epoch 1/2... Discriminator Loss: 1.2593... Generator Loss: 0.6644 Epoch 1/2... Discriminator Loss: 1.4722... Generator Loss: 0.3953 Epoch 1/2... Discriminator Loss: 1.1274... Generator Loss: 0.6094 Epoch 1/2... Discriminator Loss: 1.1568... Generator Loss: 1.1037 Epoch 1/2... Discriminator Loss: 1.5150... Generator Loss: 0.3869
Epoch 1/2... Discriminator Loss: 1.7178... Generator Loss: 0.3036 Epoch 1/2... Discriminator Loss: 1.4656... Generator Loss: 0.4533 Epoch 1/2... Discriminator Loss: 1.3918... Generator Loss: 0.5606 Epoch 1/2... Discriminator Loss: 1.2758... Generator Loss: 0.5907 Epoch 1/2... Discriminator Loss: 1.2461... Generator Loss: 0.6929 Epoch 1/2... Discriminator Loss: 1.3940... Generator Loss: 0.4992 Epoch 1/2... Discriminator Loss: 1.3135... Generator Loss: 0.6115 Epoch 1/2... Discriminator Loss: 1.4955... Generator Loss: 0.4284 Epoch 1/2... Discriminator Loss: 1.3825... Generator Loss: 0.5183 Epoch 1/2... Discriminator Loss: 1.5659... Generator Loss: 0.3219
Epoch 1/2... Discriminator Loss: 1.3770... Generator Loss: 0.5103 Epoch 1/2... Discriminator Loss: 1.4404... Generator Loss: 0.7175 Epoch 1/2... Discriminator Loss: 1.2057... Generator Loss: 0.7359 Epoch 1/2... Discriminator Loss: 1.2695... Generator Loss: 0.6276 Epoch 1/2... Discriminator Loss: 1.4069... Generator Loss: 0.5734 Epoch 1/2... Discriminator Loss: 1.4484... Generator Loss: 0.5327 Epoch 1/2... Discriminator Loss: 1.2023... Generator Loss: 0.7830 Epoch 1/2... Discriminator Loss: 1.3600... Generator Loss: 0.5405 Epoch 1/2... Discriminator Loss: 1.3121... Generator Loss: 0.5284 Epoch 1/2... Discriminator Loss: 1.3817... Generator Loss: 0.5457
Epoch 1/2... Discriminator Loss: 1.2842... Generator Loss: 0.6333 Epoch 1/2... Discriminator Loss: 1.2714... Generator Loss: 0.5813 Epoch 1/2... Discriminator Loss: 1.4668... Generator Loss: 0.5151 Epoch 1/2... Discriminator Loss: 1.3089... Generator Loss: 0.5545 Epoch 1/2... Discriminator Loss: 1.2844... Generator Loss: 0.6213 Epoch 1/2... Discriminator Loss: 1.3885... Generator Loss: 0.7595 Epoch 1/2... Discriminator Loss: 1.2619... Generator Loss: 0.5774 Epoch 1/2... Discriminator Loss: 1.4141... Generator Loss: 0.5047 Epoch 1/2... Discriminator Loss: 1.2133... Generator Loss: 0.6983 Epoch 1/2... Discriminator Loss: 1.1980... Generator Loss: 0.6387
Epoch 1/2... Discriminator Loss: 1.4108... Generator Loss: 0.4774 Epoch 1/2... Discriminator Loss: 1.7004... Generator Loss: 0.2821 Epoch 1/2... Discriminator Loss: 1.1222... Generator Loss: 0.9536 Epoch 1/2... Discriminator Loss: 1.3634... Generator Loss: 0.4957 Epoch 1/2... Discriminator Loss: 1.3662... Generator Loss: 0.6463 Epoch 1/2... Discriminator Loss: 1.2981... Generator Loss: 0.7026 Epoch 1/2... Discriminator Loss: 1.2817... Generator Loss: 0.6833 Epoch 1/2... Discriminator Loss: 1.4232... Generator Loss: 0.5756 Epoch 1/2... Discriminator Loss: 1.4226... Generator Loss: 0.7343 Epoch 1/2... Discriminator Loss: 1.5141... Generator Loss: 0.4570
Epoch 1/2... Discriminator Loss: 1.2936... Generator Loss: 0.6478 Epoch 1/2... Discriminator Loss: 1.2927... Generator Loss: 0.7094 Epoch 1/2... Discriminator Loss: 1.1780... Generator Loss: 0.6866 Epoch 1/2... Discriminator Loss: 1.3027... Generator Loss: 0.4953 Epoch 1/2... Discriminator Loss: 1.4091... Generator Loss: 0.4448 Epoch 1/2... Discriminator Loss: 1.2187... Generator Loss: 0.6629 Epoch 1/2... Discriminator Loss: 1.3417... Generator Loss: 0.6070 Epoch 1/2... Discriminator Loss: 1.1785... Generator Loss: 0.6570 Epoch 1/2... Discriminator Loss: 1.4422... Generator Loss: 0.5836 Epoch 1/2... Discriminator Loss: 1.4105... Generator Loss: 0.4263
Epoch 1/2... Discriminator Loss: 1.2478... Generator Loss: 0.5356 Epoch 1/2... Discriminator Loss: 1.4525... Generator Loss: 0.4754 Epoch 1/2... Discriminator Loss: 1.3950... Generator Loss: 0.4708 Epoch 1/2... Discriminator Loss: 1.3821... Generator Loss: 0.7901 Epoch 1/2... Discriminator Loss: 1.3146... Generator Loss: 0.8338 Epoch 1/2... Discriminator Loss: 1.4350... Generator Loss: 0.4905 Epoch 1/2... Discriminator Loss: 1.5368... Generator Loss: 0.4174 Epoch 1/2... Discriminator Loss: 1.2173... Generator Loss: 0.7686 Epoch 1/2... Discriminator Loss: 1.1972... Generator Loss: 0.7520 Epoch 1/2... Discriminator Loss: 1.4103... Generator Loss: 0.4973
Epoch 1/2... Discriminator Loss: 1.3436... Generator Loss: 0.4718 Epoch 1/2... Discriminator Loss: 1.2534... Generator Loss: 0.6523 Epoch 1/2... Discriminator Loss: 1.2550... Generator Loss: 0.5209 Epoch 1/2... Discriminator Loss: 1.0954... Generator Loss: 0.8693 Epoch 1/2... Discriminator Loss: 1.3887... Generator Loss: 0.6820 Epoch 1/2... Discriminator Loss: 1.2469... Generator Loss: 0.5678 Epoch 1/2... Discriminator Loss: 1.4049... Generator Loss: 0.5190 Epoch 1/2... Discriminator Loss: 1.3404... Generator Loss: 0.4833 Epoch 1/2... Discriminator Loss: 1.2427... Generator Loss: 0.5435 Epoch 1/2... Discriminator Loss: 1.4570... Generator Loss: 0.6610
Epoch 1/2... Discriminator Loss: 1.3683... Generator Loss: 0.5528 Epoch 1/2... Discriminator Loss: 1.3148... Generator Loss: 0.5690 Epoch 1/2... Discriminator Loss: 1.2453... Generator Loss: 0.6518 Epoch 1/2... Discriminator Loss: 1.3505... Generator Loss: 0.6548 Epoch 1/2... Discriminator Loss: 1.3106... Generator Loss: 0.8059 Epoch 1/2... Discriminator Loss: 1.4751... Generator Loss: 0.5883 Epoch 1/2... Discriminator Loss: 1.2395... Generator Loss: 0.5916 Epoch 1/2... Discriminator Loss: 1.5113... Generator Loss: 0.6367 Epoch 1/2... Discriminator Loss: 1.3665... Generator Loss: 0.5994 Epoch 1/2... Discriminator Loss: 1.2155... Generator Loss: 0.7740
Epoch 1/2... Discriminator Loss: 1.2063... Generator Loss: 0.8264 Epoch 1/2... Discriminator Loss: 1.2714... Generator Loss: 0.6460 Epoch 1/2... Discriminator Loss: 1.0527... Generator Loss: 0.8017 Epoch 1/2... Discriminator Loss: 1.3569... Generator Loss: 0.6048 Epoch 1/2... Discriminator Loss: 1.2892... Generator Loss: 0.6387 Epoch 1/2... Discriminator Loss: 1.2949... Generator Loss: 1.0381 Epoch 1/2... Discriminator Loss: 1.3516... Generator Loss: 0.9501 Epoch 1/2... Discriminator Loss: 1.4000... Generator Loss: 0.4720 Epoch 1/2... Discriminator Loss: 1.3921... Generator Loss: 0.4683 Epoch 1/2... Discriminator Loss: 1.1627... Generator Loss: 0.8965
Epoch 1/2... Discriminator Loss: 1.3651... Generator Loss: 0.5559 Epoch 1/2... Discriminator Loss: 1.3433... Generator Loss: 0.5193 Epoch 1/2... Discriminator Loss: 1.3440... Generator Loss: 0.8142 Epoch 1/2... Discriminator Loss: 1.3733... Generator Loss: 0.4994 Epoch 1/2... Discriminator Loss: 1.2225... Generator Loss: 0.6523 Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.6450 Epoch 1/2... Discriminator Loss: 1.3626... Generator Loss: 0.5504 Epoch 1/2... Discriminator Loss: 1.2891... Generator Loss: 0.5940 Epoch 1/2... Discriminator Loss: 1.2483... Generator Loss: 0.6332 Epoch 1/2... Discriminator Loss: 1.4344... Generator Loss: 0.6330
Epoch 1/2... Discriminator Loss: 1.5309... Generator Loss: 0.4869 Epoch 1/2... Discriminator Loss: 1.2206... Generator Loss: 0.7059 Epoch 1/2... Discriminator Loss: 1.3770... Generator Loss: 0.5228 Epoch 1/2... Discriminator Loss: 1.2123... Generator Loss: 0.7199 Epoch 1/2... Discriminator Loss: 1.3124... Generator Loss: 0.6132 Epoch 1/2... Discriminator Loss: 1.4150... Generator Loss: 0.4893 Epoch 1/2... Discriminator Loss: 1.5226... Generator Loss: 0.3597 Epoch 1/2... Discriminator Loss: 1.3278... Generator Loss: 0.5622 Epoch 1/2... Discriminator Loss: 1.3705... Generator Loss: 0.5511 Epoch 1/2... Discriminator Loss: 1.2961... Generator Loss: 0.6314
Epoch 1/2... Discriminator Loss: 1.3032... Generator Loss: 0.5847 Epoch 1/2... Discriminator Loss: 1.4208... Generator Loss: 0.6457 Epoch 1/2... Discriminator Loss: 1.3701... Generator Loss: 0.7428 Epoch 1/2... Discriminator Loss: 1.3001... Generator Loss: 0.8289 Epoch 1/2... Discriminator Loss: 1.3932... Generator Loss: 0.6195 Epoch 1/2... Discriminator Loss: 1.2439... Generator Loss: 0.6114 Epoch 1/2... Discriminator Loss: 1.3130... Generator Loss: 0.6478 Epoch 1/2... Discriminator Loss: 1.3433... Generator Loss: 0.5003 Epoch 1/2... Discriminator Loss: 1.4650... Generator Loss: 0.5947 Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.4702
Epoch 1/2... Discriminator Loss: 1.4214... Generator Loss: 0.6549 Epoch 1/2... Discriminator Loss: 1.3729... Generator Loss: 0.6377 Epoch 1/2... Discriminator Loss: 1.3127... Generator Loss: 0.7096 Epoch 1/2... Discriminator Loss: 1.0573... Generator Loss: 0.7111 Epoch 1/2... Discriminator Loss: 1.5665... Generator Loss: 0.3708 Epoch 1/2... Discriminator Loss: 1.2965... Generator Loss: 0.5966 Epoch 1/2... Discriminator Loss: 1.3927... Generator Loss: 0.4882 Epoch 1/2... Discriminator Loss: 1.3454... Generator Loss: 0.5727 Epoch 1/2... Discriminator Loss: 1.3735... Generator Loss: 0.4498 Epoch 1/2... Discriminator Loss: 1.3879... Generator Loss: 0.5443
Epoch 1/2... Discriminator Loss: 1.1859... Generator Loss: 0.7574 Epoch 1/2... Discriminator Loss: 1.2288... Generator Loss: 0.7831 Epoch 1/2... Discriminator Loss: 1.4183... Generator Loss: 0.5824 Epoch 1/2... Discriminator Loss: 1.2449... Generator Loss: 0.6838 Epoch 1/2... Discriminator Loss: 1.3546... Generator Loss: 0.8331 Epoch 1/2... Discriminator Loss: 1.2233... Generator Loss: 0.6051 Epoch 1/2... Discriminator Loss: 1.2182... Generator Loss: 0.6028 Epoch 1/2... Discriminator Loss: 1.1593... Generator Loss: 0.6602 Epoch 1/2... Discriminator Loss: 1.2600... Generator Loss: 0.8139 Epoch 1/2... Discriminator Loss: 1.3543... Generator Loss: 0.5900
Epoch 1/2... Discriminator Loss: 1.2600... Generator Loss: 0.7076 Epoch 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.5615 Epoch 1/2... Discriminator Loss: 1.5068... Generator Loss: 0.5062 Epoch 1/2... Discriminator Loss: 1.3039... Generator Loss: 0.6217 Epoch 1/2... Discriminator Loss: 1.2837... Generator Loss: 0.6629 Epoch 1/2... Discriminator Loss: 1.2564... Generator Loss: 0.6634 Epoch 1/2... Discriminator Loss: 1.2596... Generator Loss: 0.6968 Epoch 1/2... Discriminator Loss: 1.3169... Generator Loss: 0.5644 Epoch 1/2... Discriminator Loss: 1.1767... Generator Loss: 0.7943 Epoch 1/2... Discriminator Loss: 1.3648... Generator Loss: 0.6978
Epoch 1/2... Discriminator Loss: 1.2567... Generator Loss: 0.8260 Epoch 1/2... Discriminator Loss: 1.2953... Generator Loss: 0.5325 Epoch 1/2... Discriminator Loss: 1.3778... Generator Loss: 0.5252 Epoch 1/2... Discriminator Loss: 1.3773... Generator Loss: 0.5856 Epoch 1/2... Discriminator Loss: 1.3438... Generator Loss: 0.7259 Epoch 1/2... Discriminator Loss: 1.2749... Generator Loss: 0.7721 Epoch 1/2... Discriminator Loss: 1.3794... Generator Loss: 0.5262 Epoch 1/2... Discriminator Loss: 1.2731... Generator Loss: 0.5782 Epoch 1/2... Discriminator Loss: 1.3244... Generator Loss: 0.6201 Epoch 1/2... Discriminator Loss: 1.1945... Generator Loss: 0.6631
Epoch 1/2... Discriminator Loss: 1.4830... Generator Loss: 0.4309 Epoch 1/2... Discriminator Loss: 1.4156... Generator Loss: 0.6133 Epoch 1/2... Discriminator Loss: 1.1429... Generator Loss: 0.7353 Epoch 1/2... Discriminator Loss: 1.4300... Generator Loss: 0.4838 Epoch 1/2... Discriminator Loss: 1.3908... Generator Loss: 0.5592 Epoch 1/2... Discriminator Loss: 1.3035... Generator Loss: 0.6819 Epoch 1/2... Discriminator Loss: 1.3735... Generator Loss: 0.5660 Epoch 1/2... Discriminator Loss: 1.3341... Generator Loss: 0.4893 Epoch 1/2... Discriminator Loss: 1.4037... Generator Loss: 0.4488 Epoch 1/2... Discriminator Loss: 1.3504... Generator Loss: 0.5541
Epoch 1/2... Discriminator Loss: 1.4702... Generator Loss: 0.4594 Epoch 1/2... Discriminator Loss: 1.3635... Generator Loss: 0.5964 Epoch 1/2... Discriminator Loss: 1.2339... Generator Loss: 0.6691 Epoch 1/2... Discriminator Loss: 1.3437... Generator Loss: 0.5224 Epoch 1/2... Discriminator Loss: 1.1871... Generator Loss: 0.6337 Epoch 1/2... Discriminator Loss: 1.2919... Generator Loss: 0.7347 Epoch 1/2... Discriminator Loss: 1.3240... Generator Loss: 0.6746 Epoch 1/2... Discriminator Loss: 1.4142... Generator Loss: 0.7135 Epoch 1/2... Discriminator Loss: 1.6795... Generator Loss: 0.4370 Epoch 1/2... Discriminator Loss: 1.1858... Generator Loss: 0.6391
Epoch 1/2... Discriminator Loss: 1.4491... Generator Loss: 0.5747 Epoch 1/2... Discriminator Loss: 1.4339... Generator Loss: 0.5826 Epoch 1/2... Discriminator Loss: 1.2673... Generator Loss: 0.7269 Epoch 1/2... Discriminator Loss: 1.5131... Generator Loss: 0.4350 Epoch 1/2... Discriminator Loss: 1.2490... Generator Loss: 0.6172 Epoch 1/2... Discriminator Loss: 1.2008... Generator Loss: 0.7526 Epoch 1/2... Discriminator Loss: 1.3643... Generator Loss: 0.5061 Epoch 1/2... Discriminator Loss: 1.4132... Generator Loss: 0.5951 Epoch 1/2... Discriminator Loss: 1.1677... Generator Loss: 0.6748 Epoch 1/2... Discriminator Loss: 1.3844... Generator Loss: 0.5293
Epoch 1/2... Discriminator Loss: 1.4420... Generator Loss: 0.5788 Epoch 1/2... Discriminator Loss: 1.3982... Generator Loss: 0.6297 Epoch 1/2... Discriminator Loss: 1.3851... Generator Loss: 0.7390 Epoch 1/2... Discriminator Loss: 1.2761... Generator Loss: 0.9009 Epoch 1/2... Discriminator Loss: 1.3456... Generator Loss: 0.5395 Epoch 1/2... Discriminator Loss: 1.3132... Generator Loss: 0.6825 Epoch 1/2... Discriminator Loss: 1.2710... Generator Loss: 0.5424 Epoch 1/2... Discriminator Loss: 1.3028... Generator Loss: 0.7939 Epoch 1/2... Discriminator Loss: 1.2840... Generator Loss: 0.6294 Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.6139
Epoch 1/2... Discriminator Loss: 1.2320... Generator Loss: 0.9350 Epoch 1/2... Discriminator Loss: 1.2371... Generator Loss: 0.6952 Epoch 1/2... Discriminator Loss: 1.3361... Generator Loss: 0.5705 Epoch 1/2... Discriminator Loss: 1.5054... Generator Loss: 0.4559 Epoch 1/2... Discriminator Loss: 1.2205... Generator Loss: 0.6946 Epoch 1/2... Discriminator Loss: 1.5729... Generator Loss: 0.4485 Epoch 1/2... Discriminator Loss: 1.3904... Generator Loss: 0.4260 Epoch 1/2... Discriminator Loss: 1.5339... Generator Loss: 0.7174 Epoch 1/2... Discriminator Loss: 1.3143... Generator Loss: 0.7672 Epoch 1/2... Discriminator Loss: 1.2906... Generator Loss: 0.5920
Epoch 1/2... Discriminator Loss: 1.1558... Generator Loss: 0.6904 Epoch 1/2... Discriminator Loss: 1.3153... Generator Loss: 0.5500 Epoch 1/2... Discriminator Loss: 1.2793... Generator Loss: 0.6152 Epoch 1/2... Discriminator Loss: 1.2240... Generator Loss: 0.6555 Epoch 1/2... Discriminator Loss: 1.4528... Generator Loss: 0.5132 Epoch 1/2... Discriminator Loss: 1.4708... Generator Loss: 0.4377 Epoch 1/2... Discriminator Loss: 1.1633... Generator Loss: 0.6609 Epoch 1/2... Discriminator Loss: 1.3737... Generator Loss: 0.5394 Epoch 1/2... Discriminator Loss: 1.3145... Generator Loss: 0.6252 Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.6625
Epoch 1/2... Discriminator Loss: 1.4302... Generator Loss: 0.4319 Epoch 1/2... Discriminator Loss: 1.2955... Generator Loss: 0.6597 Epoch 1/2... Discriminator Loss: 1.2880... Generator Loss: 0.6330 Epoch 1/2... Discriminator Loss: 1.3843... Generator Loss: 0.6166 Epoch 1/2... Discriminator Loss: 1.3537... Generator Loss: 0.6059 Epoch 1/2... Discriminator Loss: 1.4309... Generator Loss: 0.5083 Epoch 1/2... Discriminator Loss: 1.2292... Generator Loss: 0.6439 Epoch 1/2... Discriminator Loss: 1.3134... Generator Loss: 0.7236 Epoch 1/2... Discriminator Loss: 1.3875... Generator Loss: 0.4993 Epoch 1/2... Discriminator Loss: 1.4208... Generator Loss: 0.4596
Epoch 1/2... Discriminator Loss: 1.4284... Generator Loss: 0.4564 Epoch 1/2... Discriminator Loss: 1.3397... Generator Loss: 0.5568 Epoch 1/2... Discriminator Loss: 1.2360... Generator Loss: 0.7868 Epoch 1/2... Discriminator Loss: 1.3154... Generator Loss: 0.6786 Epoch 1/2... Discriminator Loss: 1.3582... Generator Loss: 0.5083 Epoch 1/2... Discriminator Loss: 1.2824... Generator Loss: 0.5956 Epoch 1/2... Discriminator Loss: 1.1640... Generator Loss: 0.7441 Epoch 1/2... Discriminator Loss: 1.4849... Generator Loss: 0.4577 Epoch 1/2... Discriminator Loss: 1.3096... Generator Loss: 0.6618 Epoch 1/2... Discriminator Loss: 1.2024... Generator Loss: 0.7732
Epoch 1/2... Discriminator Loss: 1.5431... Generator Loss: 0.4296 Epoch 1/2... Discriminator Loss: 1.3729... Generator Loss: 0.6004 Epoch 1/2... Discriminator Loss: 1.5192... Generator Loss: 0.5807 Epoch 1/2... Discriminator Loss: 1.3621... Generator Loss: 0.6228 Epoch 1/2... Discriminator Loss: 1.2644... Generator Loss: 0.6571 Epoch 1/2... Discriminator Loss: 1.1715... Generator Loss: 0.7083 Epoch 1/2... Discriminator Loss: 1.4025... Generator Loss: 0.4671 Epoch 1/2... Discriminator Loss: 1.3073... Generator Loss: 0.6432 Epoch 1/2... Discriminator Loss: 1.1136... Generator Loss: 0.9431 Epoch 1/2... Discriminator Loss: 1.3792... Generator Loss: 0.4561
Epoch 1/2... Discriminator Loss: 1.3493... Generator Loss: 0.6773 Epoch 1/2... Discriminator Loss: 1.2289... Generator Loss: 0.6498 Epoch 1/2... Discriminator Loss: 1.3407... Generator Loss: 0.6115 Epoch 1/2... Discriminator Loss: 1.4239... Generator Loss: 0.5209 Epoch 1/2... Discriminator Loss: 1.4337... Generator Loss: 0.5592 Epoch 1/2... Discriminator Loss: 1.2807... Generator Loss: 0.7108 Epoch 1/2... Discriminator Loss: 1.3732... Generator Loss: 0.7144 Epoch 1/2... Discriminator Loss: 1.2819... Generator Loss: 0.7499 Epoch 1/2... Discriminator Loss: 1.4090... Generator Loss: 0.5643 Epoch 1/2... Discriminator Loss: 1.4562... Generator Loss: 0.4037
Epoch 1/2... Discriminator Loss: 1.2754... Generator Loss: 0.7661 Epoch 1/2... Discriminator Loss: 1.2672... Generator Loss: 0.5665 Epoch 1/2... Discriminator Loss: 1.3586... Generator Loss: 0.6231 Epoch 1/2... Discriminator Loss: 1.4372... Generator Loss: 0.5832 Epoch 1/2... Discriminator Loss: 1.3235... Generator Loss: 0.5760 Epoch 1/2... Discriminator Loss: 1.2437... Generator Loss: 0.7965 Epoch 1/2... Discriminator Loss: 1.2404... Generator Loss: 0.6839 Epoch 1/2... Discriminator Loss: 1.2642... Generator Loss: 0.8331 Epoch 1/2... Discriminator Loss: 1.3622... Generator Loss: 0.6040 Epoch 1/2... Discriminator Loss: 1.4161... Generator Loss: 0.6825
Epoch 1/2... Discriminator Loss: 1.3156... Generator Loss: 0.6168 Epoch 1/2... Discriminator Loss: 1.4123... Generator Loss: 0.5213 Epoch 1/2... Discriminator Loss: 1.3041... Generator Loss: 0.8124 Epoch 1/2... Discriminator Loss: 1.4900... Generator Loss: 0.4671 Epoch 1/2... Discriminator Loss: 1.2817... Generator Loss: 0.7164 Epoch 1/2... Discriminator Loss: 1.2309... Generator Loss: 0.6879 Epoch 1/2... Discriminator Loss: 1.3311... Generator Loss: 0.5847 Epoch 1/2... Discriminator Loss: 1.2758... Generator Loss: 0.7260 Epoch 1/2... Discriminator Loss: 1.2928... Generator Loss: 0.5991 Epoch 1/2... Discriminator Loss: 1.3672... Generator Loss: 0.7053
Epoch 1/2... Discriminator Loss: 1.5078... Generator Loss: 0.4060 Epoch 1/2... Discriminator Loss: 1.5106... Generator Loss: 0.5056 Epoch 1/2... Discriminator Loss: 1.6124... Generator Loss: 0.4390 Epoch 1/2... Discriminator Loss: 1.3047... Generator Loss: 0.6198 Epoch 1/2... Discriminator Loss: 1.2242... Generator Loss: 0.7723 Epoch 2/2... Discriminator Loss: 1.3205... Generator Loss: 0.6502 Epoch 2/2... Discriminator Loss: 1.3349... Generator Loss: 0.6598 Epoch 2/2... Discriminator Loss: 1.2670... Generator Loss: 0.6160 Epoch 2/2... Discriminator Loss: 1.4568... Generator Loss: 0.4714 Epoch 2/2... Discriminator Loss: 1.3334... Generator Loss: 0.5664
Epoch 2/2... Discriminator Loss: 1.3826... Generator Loss: 0.6684 Epoch 2/2... Discriminator Loss: 1.3346... Generator Loss: 0.6038 Epoch 2/2... Discriminator Loss: 1.2072... Generator Loss: 0.7438 Epoch 2/2... Discriminator Loss: 1.1629... Generator Loss: 0.5794 Epoch 2/2... Discriminator Loss: 1.2761... Generator Loss: 0.5414 Epoch 2/2... Discriminator Loss: 1.3320... Generator Loss: 0.7079 Epoch 2/2... Discriminator Loss: 1.3779... Generator Loss: 0.5169 Epoch 2/2... Discriminator Loss: 1.4898... Generator Loss: 0.4703 Epoch 2/2... Discriminator Loss: 1.2763... Generator Loss: 0.6783 Epoch 2/2... Discriminator Loss: 1.4116... Generator Loss: 0.5132
Epoch 2/2... Discriminator Loss: 1.3675... Generator Loss: 0.5006 Epoch 2/2... Discriminator Loss: 1.3701... Generator Loss: 0.5594 Epoch 2/2... Discriminator Loss: 1.2314... Generator Loss: 0.6561 Epoch 2/2... Discriminator Loss: 1.3385... Generator Loss: 0.5577 Epoch 2/2... Discriminator Loss: 1.3510... Generator Loss: 0.5376 Epoch 2/2... Discriminator Loss: 1.2902... Generator Loss: 0.7729 Epoch 2/2... Discriminator Loss: 1.3209... Generator Loss: 0.6627 Epoch 2/2... Discriminator Loss: 1.4205... Generator Loss: 0.5269 Epoch 2/2... Discriminator Loss: 1.4983... Generator Loss: 0.4134 Epoch 2/2... Discriminator Loss: 1.4364... Generator Loss: 0.4757
Epoch 2/2... Discriminator Loss: 1.2869... Generator Loss: 0.5682 Epoch 2/2... Discriminator Loss: 1.2620... Generator Loss: 0.6922 Epoch 2/2... Discriminator Loss: 1.4099... Generator Loss: 0.6661 Epoch 2/2... Discriminator Loss: 1.2511... Generator Loss: 0.7559 Epoch 2/2... Discriminator Loss: 1.3982... Generator Loss: 0.5633 Epoch 2/2... Discriminator Loss: 1.3117... Generator Loss: 0.7427 Epoch 2/2... Discriminator Loss: 1.4667... Generator Loss: 0.5158 Epoch 2/2... Discriminator Loss: 1.3095... Generator Loss: 0.7560 Epoch 2/2... Discriminator Loss: 1.2985... Generator Loss: 0.7191 Epoch 2/2... Discriminator Loss: 1.1940... Generator Loss: 0.7545
Epoch 2/2... Discriminator Loss: 1.0716... Generator Loss: 0.9600 Epoch 2/2... Discriminator Loss: 1.2308... Generator Loss: 0.6873 Epoch 2/2... Discriminator Loss: 1.2509... Generator Loss: 0.7193 Epoch 2/2... Discriminator Loss: 1.3629... Generator Loss: 0.6120 Epoch 2/2... Discriminator Loss: 1.2052... Generator Loss: 0.6086 Epoch 2/2... Discriminator Loss: 1.4351... Generator Loss: 0.5859 Epoch 2/2... Discriminator Loss: 1.1926... Generator Loss: 0.7054 Epoch 2/2... Discriminator Loss: 1.3983... Generator Loss: 0.5758 Epoch 2/2... Discriminator Loss: 1.3172... Generator Loss: 0.8176 Epoch 2/2... Discriminator Loss: 1.2687... Generator Loss: 0.6163
Epoch 2/2... Discriminator Loss: 1.3740... Generator Loss: 0.5317 Epoch 2/2... Discriminator Loss: 1.4269... Generator Loss: 0.5618 Epoch 2/2... Discriminator Loss: 1.3286... Generator Loss: 0.5604 Epoch 2/2... Discriminator Loss: 1.2862... Generator Loss: 0.5895 Epoch 2/2... Discriminator Loss: 1.2731... Generator Loss: 0.6666 Epoch 2/2... Discriminator Loss: 1.5882... Generator Loss: 0.4048 Epoch 2/2... Discriminator Loss: 1.3952... Generator Loss: 0.6671 Epoch 2/2... Discriminator Loss: 1.3219... Generator Loss: 0.5151 Epoch 2/2... Discriminator Loss: 1.2583... Generator Loss: 0.7216 Epoch 2/2... Discriminator Loss: 1.2772... Generator Loss: 0.5969
Epoch 2/2... Discriminator Loss: 1.2653... Generator Loss: 0.6862 Epoch 2/2... Discriminator Loss: 1.5096... Generator Loss: 0.4636 Epoch 2/2... Discriminator Loss: 1.6331... Generator Loss: 0.4691 Epoch 2/2... Discriminator Loss: 1.3336... Generator Loss: 0.6208 Epoch 2/2... Discriminator Loss: 1.2974... Generator Loss: 0.6063 Epoch 2/2... Discriminator Loss: 1.4158... Generator Loss: 0.7075 Epoch 2/2... Discriminator Loss: 1.3567... Generator Loss: 0.5520 Epoch 2/2... Discriminator Loss: 1.3874... Generator Loss: 0.4941 Epoch 2/2... Discriminator Loss: 1.2342... Generator Loss: 0.6210 Epoch 2/2... Discriminator Loss: 1.3767... Generator Loss: 0.6109
Epoch 2/2... Discriminator Loss: 1.2444... Generator Loss: 0.6159 Epoch 2/2... Discriminator Loss: 1.3482... Generator Loss: 0.6060 Epoch 2/2... Discriminator Loss: 1.2819... Generator Loss: 0.5858 Epoch 2/2... Discriminator Loss: 1.2170... Generator Loss: 0.6292 Epoch 2/2... Discriminator Loss: 1.2056... Generator Loss: 0.7114 Epoch 2/2... Discriminator Loss: 1.4324... Generator Loss: 0.5531 Epoch 2/2... Discriminator Loss: 1.2878... Generator Loss: 0.7750 Epoch 2/2... Discriminator Loss: 1.3256... Generator Loss: 0.5575 Epoch 2/2... Discriminator Loss: 1.3885... Generator Loss: 0.5880 Epoch 2/2... Discriminator Loss: 1.2947... Generator Loss: 0.5693
Epoch 2/2... Discriminator Loss: 1.4754... Generator Loss: 0.5323 Epoch 2/2... Discriminator Loss: 1.3170... Generator Loss: 0.6101 Epoch 2/2... Discriminator Loss: 1.2757... Generator Loss: 0.5994 Epoch 2/2... Discriminator Loss: 1.6491... Generator Loss: 0.3808 Epoch 2/2... Discriminator Loss: 1.4418... Generator Loss: 0.5588 Epoch 2/2... Discriminator Loss: 1.4545... Generator Loss: 0.5206 Epoch 2/2... Discriminator Loss: 1.3286... Generator Loss: 0.6862 Epoch 2/2... Discriminator Loss: 1.4119... Generator Loss: 0.4831 Epoch 2/2... Discriminator Loss: 1.4467... Generator Loss: 0.7701 Epoch 2/2... Discriminator Loss: 1.2825... Generator Loss: 0.7381
Epoch 2/2... Discriminator Loss: 1.3244... Generator Loss: 0.6394 Epoch 2/2... Discriminator Loss: 1.4701... Generator Loss: 0.6127 Epoch 2/2... Discriminator Loss: 1.3346... Generator Loss: 0.6058 Epoch 2/2... Discriminator Loss: 1.4046... Generator Loss: 0.5588 Epoch 2/2... Discriminator Loss: 1.3772... Generator Loss: 0.4903 Epoch 2/2... Discriminator Loss: 1.6149... Generator Loss: 0.6274 Epoch 2/2... Discriminator Loss: 1.4564... Generator Loss: 0.4426 Epoch 2/2... Discriminator Loss: 1.3444... Generator Loss: 0.6131 Epoch 2/2... Discriminator Loss: 1.2739... Generator Loss: 0.5368 Epoch 2/2... Discriminator Loss: 1.3306... Generator Loss: 0.6617
Epoch 2/2... Discriminator Loss: 1.4333... Generator Loss: 0.5013 Epoch 2/2... Discriminator Loss: 1.3648... Generator Loss: 0.5604 Epoch 2/2... Discriminator Loss: 1.3577... Generator Loss: 0.6196 Epoch 2/2... Discriminator Loss: 1.3663... Generator Loss: 0.6125 Epoch 2/2... Discriminator Loss: 1.4576... Generator Loss: 0.4490 Epoch 2/2... Discriminator Loss: 1.2656... Generator Loss: 0.6182 Epoch 2/2... Discriminator Loss: 1.5058... Generator Loss: 0.5270 Epoch 2/2... Discriminator Loss: 1.3568... Generator Loss: 0.5433 Epoch 2/2... Discriminator Loss: 1.2652... Generator Loss: 0.7083 Epoch 2/2... Discriminator Loss: 1.2073... Generator Loss: 0.7233
Epoch 2/2... Discriminator Loss: 1.4691... Generator Loss: 0.5214 Epoch 2/2... Discriminator Loss: 1.4367... Generator Loss: 0.5633 Epoch 2/2... Discriminator Loss: 1.4240... Generator Loss: 0.5772 Epoch 2/2... Discriminator Loss: 1.1091... Generator Loss: 0.7807 Epoch 2/2... Discriminator Loss: 1.3510... Generator Loss: 0.6810 Epoch 2/2... Discriminator Loss: 1.2691... Generator Loss: 0.6240 Epoch 2/2... Discriminator Loss: 1.4376... Generator Loss: 0.5250 Epoch 2/2... Discriminator Loss: 1.5781... Generator Loss: 0.3760 Epoch 2/2... Discriminator Loss: 1.3534... Generator Loss: 0.6070 Epoch 2/2... Discriminator Loss: 1.3589... Generator Loss: 0.5744
Epoch 2/2... Discriminator Loss: 1.4822... Generator Loss: 0.5246 Epoch 2/2... Discriminator Loss: 1.3740... Generator Loss: 0.5285 Epoch 2/2... Discriminator Loss: 1.3120... Generator Loss: 0.6599 Epoch 2/2... Discriminator Loss: 1.2793... Generator Loss: 0.5842 Epoch 2/2... Discriminator Loss: 1.2722... Generator Loss: 0.6228 Epoch 2/2... Discriminator Loss: 1.3514... Generator Loss: 0.6206 Epoch 2/2... Discriminator Loss: 1.4794... Generator Loss: 0.5060 Epoch 2/2... Discriminator Loss: 1.3809... Generator Loss: 0.6183 Epoch 2/2... Discriminator Loss: 1.3810... Generator Loss: 0.6084 Epoch 2/2... Discriminator Loss: 1.3146... Generator Loss: 0.6462
Epoch 2/2... Discriminator Loss: 1.3282... Generator Loss: 0.7707 Epoch 2/2... Discriminator Loss: 1.2618... Generator Loss: 0.8371 Epoch 2/2... Discriminator Loss: 1.3868... Generator Loss: 0.5867 Epoch 2/2... Discriminator Loss: 1.4378... Generator Loss: 0.4952 Epoch 2/2... Discriminator Loss: 1.1933... Generator Loss: 0.7054 Epoch 2/2... Discriminator Loss: 1.4231... Generator Loss: 0.5609 Epoch 2/2... Discriminator Loss: 1.4961... Generator Loss: 0.4418 Epoch 2/2... Discriminator Loss: 1.2469... Generator Loss: 0.6544 Epoch 2/2... Discriminator Loss: 1.3600... Generator Loss: 0.7128 Epoch 2/2... Discriminator Loss: 1.4173... Generator Loss: 0.5668
Epoch 2/2... Discriminator Loss: 1.4173... Generator Loss: 0.5217 Epoch 2/2... Discriminator Loss: 1.3252... Generator Loss: 0.5960 Epoch 2/2... Discriminator Loss: 1.2027... Generator Loss: 0.7574 Epoch 2/2... Discriminator Loss: 1.4453... Generator Loss: 0.6569 Epoch 2/2... Discriminator Loss: 1.4907... Generator Loss: 0.5740 Epoch 2/2... Discriminator Loss: 1.4159... Generator Loss: 0.5456 Epoch 2/2... Discriminator Loss: 1.4037... Generator Loss: 0.6027 Epoch 2/2... Discriminator Loss: 1.2422... Generator Loss: 0.6860 Epoch 2/2... Discriminator Loss: 1.3596... Generator Loss: 0.7014 Epoch 2/2... Discriminator Loss: 1.3219... Generator Loss: 0.6021
Epoch 2/2... Discriminator Loss: 1.3842... Generator Loss: 0.6121 Epoch 2/2... Discriminator Loss: 1.3327... Generator Loss: 0.5634 Epoch 2/2... Discriminator Loss: 1.3373... Generator Loss: 0.6038 Epoch 2/2... Discriminator Loss: 1.2841... Generator Loss: 0.6341 Epoch 2/2... Discriminator Loss: 1.4406... Generator Loss: 0.4925 Epoch 2/2... Discriminator Loss: 1.1986... Generator Loss: 0.7140 Epoch 2/2... Discriminator Loss: 1.4249... Generator Loss: 0.4683 Epoch 2/2... Discriminator Loss: 1.2115... Generator Loss: 0.8451 Epoch 2/2... Discriminator Loss: 1.2759... Generator Loss: 0.7730 Epoch 2/2... Discriminator Loss: 1.5767... Generator Loss: 0.4532
Epoch 2/2... Discriminator Loss: 1.2621... Generator Loss: 0.5610 Epoch 2/2... Discriminator Loss: 1.2971... Generator Loss: 0.6311 Epoch 2/2... Discriminator Loss: 1.3584... Generator Loss: 0.6554 Epoch 2/2... Discriminator Loss: 1.3737... Generator Loss: 0.6565 Epoch 2/2... Discriminator Loss: 1.4592... Generator Loss: 0.5432 Epoch 2/2... Discriminator Loss: 1.3600... Generator Loss: 0.5249 Epoch 2/2... Discriminator Loss: 1.2881... Generator Loss: 0.6503 Epoch 2/2... Discriminator Loss: 1.3950... Generator Loss: 0.5667 Epoch 2/2... Discriminator Loss: 1.4051... Generator Loss: 0.5300 Epoch 2/2... Discriminator Loss: 1.3413... Generator Loss: 0.6341
Epoch 2/2... Discriminator Loss: 1.4325... Generator Loss: 0.5360 Epoch 2/2... Discriminator Loss: 1.3218... Generator Loss: 0.6487 Epoch 2/2... Discriminator Loss: 1.4631... Generator Loss: 0.5025 Epoch 2/2... Discriminator Loss: 1.3064... Generator Loss: 0.5912 Epoch 2/2... Discriminator Loss: 1.4526... Generator Loss: 0.6705 Epoch 2/2... Discriminator Loss: 1.2759... Generator Loss: 0.6385 Epoch 2/2... Discriminator Loss: 1.2918... Generator Loss: 0.5409 Epoch 2/2... Discriminator Loss: 1.3544... Generator Loss: 0.4731 Epoch 2/2... Discriminator Loss: 1.2557... Generator Loss: 0.6013 Epoch 2/2... Discriminator Loss: 1.2682... Generator Loss: 0.6194
Epoch 2/2... Discriminator Loss: 1.4319... Generator Loss: 0.6793 Epoch 2/2... Discriminator Loss: 1.4130... Generator Loss: 0.6203 Epoch 2/2... Discriminator Loss: 1.4653... Generator Loss: 0.5034 Epoch 2/2... Discriminator Loss: 1.4227... Generator Loss: 0.5731 Epoch 2/2... Discriminator Loss: 1.3501... Generator Loss: 0.8034 Epoch 2/2... Discriminator Loss: 1.3129... Generator Loss: 0.6915 Epoch 2/2... Discriminator Loss: 1.3784... Generator Loss: 0.5874 Epoch 2/2... Discriminator Loss: 1.2978... Generator Loss: 0.7386 Epoch 2/2... Discriminator Loss: 1.3079... Generator Loss: 0.5875 Epoch 2/2... Discriminator Loss: 1.3358... Generator Loss: 0.6770
Epoch 2/2... Discriminator Loss: 1.3703... Generator Loss: 0.6502 Epoch 2/2... Discriminator Loss: 1.4139... Generator Loss: 0.6547 Epoch 2/2... Discriminator Loss: 1.3143... Generator Loss: 0.6818 Epoch 2/2... Discriminator Loss: 1.2149... Generator Loss: 0.6289 Epoch 2/2... Discriminator Loss: 1.4141... Generator Loss: 0.6053 Epoch 2/2... Discriminator Loss: 1.5640... Generator Loss: 0.5905 Epoch 2/2... Discriminator Loss: 1.2933... Generator Loss: 0.6382 Epoch 2/2... Discriminator Loss: 1.4437... Generator Loss: 0.4576 Epoch 2/2... Discriminator Loss: 1.3146... Generator Loss: 0.6881 Epoch 2/2... Discriminator Loss: 1.2407... Generator Loss: 0.6517
Epoch 2/2... Discriminator Loss: 1.5075... Generator Loss: 0.4120 Epoch 2/2... Discriminator Loss: 1.4775... Generator Loss: 0.5374 Epoch 2/2... Discriminator Loss: 1.2141... Generator Loss: 0.7802 Epoch 2/2... Discriminator Loss: 1.5192... Generator Loss: 0.4574 Epoch 2/2... Discriminator Loss: 1.3871... Generator Loss: 0.5711 Epoch 2/2... Discriminator Loss: 1.5012... Generator Loss: 0.6023 Epoch 2/2... Discriminator Loss: 1.3649... Generator Loss: 0.5486 Epoch 2/2... Discriminator Loss: 1.4040... Generator Loss: 0.5522 Epoch 2/2... Discriminator Loss: 1.3152... Generator Loss: 0.6803 Epoch 2/2... Discriminator Loss: 1.4128... Generator Loss: 0.6964
Epoch 2/2... Discriminator Loss: 1.3335... Generator Loss: 0.5736 Epoch 2/2... Discriminator Loss: 1.3394... Generator Loss: 0.5822 Epoch 2/2... Discriminator Loss: 1.5333... Generator Loss: 0.4832 Epoch 2/2... Discriminator Loss: 1.4650... Generator Loss: 0.5007 Epoch 2/2... Discriminator Loss: 1.3611... Generator Loss: 0.5625 Epoch 2/2... Discriminator Loss: 1.3250... Generator Loss: 0.6193 Epoch 2/2... Discriminator Loss: 1.3317... Generator Loss: 0.7471 Epoch 2/2... Discriminator Loss: 1.4770... Generator Loss: 0.6700 Epoch 2/2... Discriminator Loss: 1.3021... Generator Loss: 0.6446 Epoch 2/2... Discriminator Loss: 1.4668... Generator Loss: 0.5359
Epoch 2/2... Discriminator Loss: 1.2779... Generator Loss: 0.5791 Epoch 2/2... Discriminator Loss: 1.2764... Generator Loss: 0.6943 Epoch 2/2... Discriminator Loss: 1.3127... Generator Loss: 0.6203 Epoch 2/2... Discriminator Loss: 1.3027... Generator Loss: 0.6723 Epoch 2/2... Discriminator Loss: 1.5913... Generator Loss: 0.5694 Epoch 2/2... Discriminator Loss: 1.4290... Generator Loss: 0.6576 Epoch 2/2... Discriminator Loss: 1.4708... Generator Loss: 0.6188 Epoch 2/2... Discriminator Loss: 1.4202... Generator Loss: 0.5914 Epoch 2/2... Discriminator Loss: 1.2496... Generator Loss: 0.7172 Epoch 2/2... Discriminator Loss: 1.2122... Generator Loss: 0.6594
Epoch 2/2... Discriminator Loss: 1.2586... Generator Loss: 0.7711 Epoch 2/2... Discriminator Loss: 1.4895... Generator Loss: 0.5614 Epoch 2/2... Discriminator Loss: 1.3287... Generator Loss: 0.6308 Epoch 2/2... Discriminator Loss: 1.3616... Generator Loss: 0.5737 Epoch 2/2... Discriminator Loss: 1.3940... Generator Loss: 0.6205 Epoch 2/2... Discriminator Loss: 1.4547... Generator Loss: 0.5177 Epoch 2/2... Discriminator Loss: 1.3003... Generator Loss: 0.6529 Epoch 2/2... Discriminator Loss: 1.4102... Generator Loss: 0.5119 Epoch 2/2... Discriminator Loss: 1.3637... Generator Loss: 0.5972 Epoch 2/2... Discriminator Loss: 1.4603... Generator Loss: 0.5272
Epoch 2/2... Discriminator Loss: 1.2268... Generator Loss: 0.6675 Epoch 2/2... Discriminator Loss: 1.3272... Generator Loss: 0.6624 Epoch 2/2... Discriminator Loss: 1.2787... Generator Loss: 0.6383 Epoch 2/2... Discriminator Loss: 1.2436... Generator Loss: 0.6753 Epoch 2/2... Discriminator Loss: 1.2717... Generator Loss: 0.7778 Epoch 2/2... Discriminator Loss: 1.3716... Generator Loss: 0.6998 Epoch 2/2... Discriminator Loss: 1.2091... Generator Loss: 0.7033 Epoch 2/2... Discriminator Loss: 1.4482... Generator Loss: 0.5913 Epoch 2/2... Discriminator Loss: 1.3635... Generator Loss: 0.5820 Epoch 2/2... Discriminator Loss: 1.2922... Generator Loss: 0.6978
Epoch 2/2... Discriminator Loss: 1.3525... Generator Loss: 0.6607 Epoch 2/2... Discriminator Loss: 1.3518... Generator Loss: 0.5685 Epoch 2/2... Discriminator Loss: 1.4870... Generator Loss: 0.5671 Epoch 2/2... Discriminator Loss: 1.3970... Generator Loss: 0.5274 Epoch 2/2... Discriminator Loss: 1.3423... Generator Loss: 0.5764 Epoch 2/2... Discriminator Loss: 1.4611... Generator Loss: 0.5241 Epoch 2/2... Discriminator Loss: 1.4293... Generator Loss: 0.5327 Epoch 2/2... Discriminator Loss: 1.2441... Generator Loss: 0.7202 Epoch 2/2... Discriminator Loss: 1.2853... Generator Loss: 0.6649 Epoch 2/2... Discriminator Loss: 1.4692... Generator Loss: 0.5675
Epoch 2/2... Discriminator Loss: 1.4100... Generator Loss: 0.5190 Epoch 2/2... Discriminator Loss: 1.3776... Generator Loss: 0.6628 Epoch 2/2... Discriminator Loss: 1.3653... Generator Loss: 0.5982 Epoch 2/2... Discriminator Loss: 1.4044... Generator Loss: 0.5479 Epoch 2/2... Discriminator Loss: 1.3255... Generator Loss: 0.6186 Epoch 2/2... Discriminator Loss: 1.3212... Generator Loss: 0.6323 Epoch 2/2... Discriminator Loss: 1.4882... Generator Loss: 0.4973 Epoch 2/2... Discriminator Loss: 1.4386... Generator Loss: 0.5057 Epoch 2/2... Discriminator Loss: 1.3951... Generator Loss: 0.5991 Epoch 2/2... Discriminator Loss: 1.3527... Generator Loss: 0.6573
Epoch 2/2... Discriminator Loss: 1.3621... Generator Loss: 0.6304 Epoch 2/2... Discriminator Loss: 1.4575... Generator Loss: 0.5799 Epoch 2/2... Discriminator Loss: 1.2853... Generator Loss: 0.6881 Epoch 2/2... Discriminator Loss: 1.5908... Generator Loss: 0.4496 Epoch 2/2... Discriminator Loss: 1.3816... Generator Loss: 0.5928 Epoch 2/2... Discriminator Loss: 1.4096... Generator Loss: 0.5514 Epoch 2/2... Discriminator Loss: 1.3558... Generator Loss: 0.5142 Epoch 2/2... Discriminator Loss: 1.4006... Generator Loss: 0.5388 Epoch 2/2... Discriminator Loss: 1.4174... Generator Loss: 0.5909 Epoch 2/2... Discriminator Loss: 1.4241... Generator Loss: 0.6002
Epoch 2/2... Discriminator Loss: 1.3449... Generator Loss: 0.6109 Epoch 2/2... Discriminator Loss: 1.3445... Generator Loss: 0.5019 Epoch 2/2... Discriminator Loss: 1.3568... Generator Loss: 0.6946 Epoch 2/2... Discriminator Loss: 1.3740... Generator Loss: 0.6719 Epoch 2/2... Discriminator Loss: 1.3860... Generator Loss: 0.6501 Epoch 2/2... Discriminator Loss: 1.4276... Generator Loss: 0.5651 Epoch 2/2... Discriminator Loss: 1.2823... Generator Loss: 0.6244 Epoch 2/2... Discriminator Loss: 1.2872... Generator Loss: 0.6238 Epoch 2/2... Discriminator Loss: 1.3088... Generator Loss: 0.6323 Epoch 2/2... Discriminator Loss: 1.4168... Generator Loss: 0.4436
Epoch 2/2... Discriminator Loss: 1.2471... Generator Loss: 0.6610 Epoch 2/2... Discriminator Loss: 1.3811... Generator Loss: 0.6056 Epoch 2/2... Discriminator Loss: 1.3048... Generator Loss: 0.6306 Epoch 2/2... Discriminator Loss: 1.2411... Generator Loss: 0.6637 Epoch 2/2... Discriminator Loss: 1.3947... Generator Loss: 0.5851 Epoch 2/2... Discriminator Loss: 1.3379... Generator Loss: 0.6524 Epoch 2/2... Discriminator Loss: 1.3073... Generator Loss: 0.6579 Epoch 2/2... Discriminator Loss: 1.3112... Generator Loss: 0.5783 Epoch 2/2... Discriminator Loss: 1.5550... Generator Loss: 0.5245 Epoch 2/2... Discriminator Loss: 1.2928... Generator Loss: 0.7348
Epoch 2/2... Discriminator Loss: 1.4514... Generator Loss: 0.5616 Epoch 2/2... Discriminator Loss: 1.3019... Generator Loss: 0.5824 Epoch 2/2... Discriminator Loss: 1.3094... Generator Loss: 0.6484 Epoch 2/2... Discriminator Loss: 1.4140... Generator Loss: 0.5574 Epoch 2/2... Discriminator Loss: 1.5131... Generator Loss: 0.5159 Epoch 2/2... Discriminator Loss: 1.5361... Generator Loss: 0.5021 Epoch 2/2... Discriminator Loss: 1.3533... Generator Loss: 0.5709 Epoch 2/2... Discriminator Loss: 1.3639... Generator Loss: 0.5676 Epoch 2/2... Discriminator Loss: 1.3441... Generator Loss: 0.6077 Epoch 2/2... Discriminator Loss: 1.3491... Generator Loss: 0.6365
Epoch 2/2... Discriminator Loss: 1.3079... Generator Loss: 0.6147 Epoch 2/2... Discriminator Loss: 1.4000... Generator Loss: 0.5966 Epoch 2/2... Discriminator Loss: 1.4379... Generator Loss: 0.5444 Epoch 2/2... Discriminator Loss: 1.2228... Generator Loss: 0.6996 Epoch 2/2... Discriminator Loss: 1.3882... Generator Loss: 0.5493 Epoch 2/2... Discriminator Loss: 1.4074... Generator Loss: 0.5143 Epoch 2/2... Discriminator Loss: 1.3036... Generator Loss: 0.6845 Epoch 2/2... Discriminator Loss: 1.3094... Generator Loss: 0.6384 Epoch 2/2... Discriminator Loss: 1.3638... Generator Loss: 0.6177 Epoch 2/2... Discriminator Loss: 1.3374... Generator Loss: 0.6301
Epoch 2/2... Discriminator Loss: 1.4729... Generator Loss: 0.5435 Epoch 2/2... Discriminator Loss: 1.3188... Generator Loss: 0.5619 Epoch 2/2... Discriminator Loss: 1.3621... Generator Loss: 0.6230 Epoch 2/2... Discriminator Loss: 1.5024... Generator Loss: 0.4988 Epoch 2/2... Discriminator Loss: 1.4139... Generator Loss: 0.6065 Epoch 2/2... Discriminator Loss: 1.5164... Generator Loss: 0.4986 Epoch 2/2... Discriminator Loss: 1.3198... Generator Loss: 0.5761 Epoch 2/2... Discriminator Loss: 1.3182... Generator Loss: 0.6299 Epoch 2/2... Discriminator Loss: 1.3638... Generator Loss: 0.6401 Epoch 2/2... Discriminator Loss: 1.3670... Generator Loss: 0.5652
Epoch 2/2... Discriminator Loss: 1.3939... Generator Loss: 0.5505 Epoch 2/2... Discriminator Loss: 1.4009... Generator Loss: 0.5395 Epoch 2/2... Discriminator Loss: 1.3752... Generator Loss: 0.6696 Epoch 2/2... Discriminator Loss: 1.4270... Generator Loss: 0.6300 Epoch 2/2... Discriminator Loss: 1.3243... Generator Loss: 0.6753 Epoch 2/2... Discriminator Loss: 1.3495... Generator Loss: 0.5959 Epoch 2/2... Discriminator Loss: 1.2262... Generator Loss: 0.7376 Epoch 2/2... Discriminator Loss: 1.4754... Generator Loss: 0.5129 Epoch 2/2... Discriminator Loss: 1.4246... Generator Loss: 0.5196 Epoch 2/2... Discriminator Loss: 1.2614... Generator Loss: 0.6242
Epoch 2/2... Discriminator Loss: 1.4602... Generator Loss: 0.6906 Epoch 2/2... Discriminator Loss: 1.3650... Generator Loss: 0.6954 Epoch 2/2... Discriminator Loss: 1.3128... Generator Loss: 0.7879 Epoch 2/2... Discriminator Loss: 1.3987... Generator Loss: 0.6026 Epoch 2/2... Discriminator Loss: 1.4313... Generator Loss: 0.6004 Epoch 2/2... Discriminator Loss: 1.4216... Generator Loss: 0.6207 Epoch 2/2... Discriminator Loss: 1.2799... Generator Loss: 0.6078 Epoch 2/2... Discriminator Loss: 1.3642... Generator Loss: 0.6088 Epoch 2/2... Discriminator Loss: 1.4012... Generator Loss: 0.5569 Epoch 2/2... Discriminator Loss: 1.3308... Generator Loss: 0.6447
Epoch 2/2... Discriminator Loss: 1.3159... Generator Loss: 0.6061 Epoch 2/2... Discriminator Loss: 1.3846... Generator Loss: 0.7071 Epoch 2/2... Discriminator Loss: 1.3484... Generator Loss: 0.6280 Epoch 2/2... Discriminator Loss: 1.4308... Generator Loss: 0.5271 Epoch 2/2... Discriminator Loss: 1.3906... Generator Loss: 0.5254 Epoch 2/2... Discriminator Loss: 1.2614... Generator Loss: 0.6633 Epoch 2/2... Discriminator Loss: 1.3970... Generator Loss: 0.5698 Epoch 2/2... Discriminator Loss: 1.3552... Generator Loss: 0.5967 Epoch 2/2... Discriminator Loss: 1.3899... Generator Loss: 0.6607 Epoch 2/2... Discriminator Loss: 1.3949... Generator Loss: 0.5705
Epoch 2/2... Discriminator Loss: 1.2732... Generator Loss: 0.6493 Epoch 2/2... Discriminator Loss: 1.2886... Generator Loss: 0.7153 Epoch 2/2... Discriminator Loss: 1.4338... Generator Loss: 0.6329 Epoch 2/2... Discriminator Loss: 1.3900... Generator Loss: 0.6140 Epoch 2/2... Discriminator Loss: 1.3082... Generator Loss: 0.6657 Epoch 2/2... Discriminator Loss: 1.2580... Generator Loss: 0.6622 Epoch 2/2... Discriminator Loss: 1.6339... Generator Loss: 0.4885 Epoch 2/2... Discriminator Loss: 1.3824... Generator Loss: 0.6319 Epoch 2/2... Discriminator Loss: 1.3196... Generator Loss: 0.5676 Epoch 2/2... Discriminator Loss: 1.3193... Generator Loss: 0.6865
Epoch 2/2... Discriminator Loss: 1.2038... Generator Loss: 0.6894 Epoch 2/2... Discriminator Loss: 1.4169... Generator Loss: 0.6433 Epoch 2/2... Discriminator Loss: 1.3149... Generator Loss: 0.6524 Epoch 2/2... Discriminator Loss: 1.3433... Generator Loss: 0.6294 Epoch 2/2... Discriminator Loss: 1.3579... Generator Loss: 0.5644 Epoch 2/2... Discriminator Loss: 1.4634... Generator Loss: 0.5183 Epoch 2/2... Discriminator Loss: 1.3723... Generator Loss: 0.5692 Epoch 2/2... Discriminator Loss: 1.4512... Generator Loss: 0.4773 Epoch 2/2... Discriminator Loss: 1.3874... Generator Loss: 0.5606 Epoch 2/2... Discriminator Loss: 1.4562... Generator Loss: 0.5078
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16 #128
z_dim = 100
learning_rate = 0.0007
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.0260... Generator Loss: 4.1751 Epoch 1/1... Discriminator Loss: 0.0075... Generator Loss: 11.6688 Epoch 1/1... Discriminator Loss: 2.1732... Generator Loss: 0.1224 Epoch 1/1... Discriminator Loss: 0.0133... Generator Loss: 5.0962 Epoch 1/1... Discriminator Loss: 0.0024... Generator Loss: 14.3046 Epoch 1/1... Discriminator Loss: 0.0147... Generator Loss: 15.2927 Epoch 1/1... Discriminator Loss: 0.0008... Generator Loss: 10.2871 Epoch 1/1... Discriminator Loss: 0.0944... Generator Loss: 2.6973 Epoch 1/1... Discriminator Loss: 0.6655... Generator Loss: 5.8094 Epoch 1/1... Discriminator Loss: 1.8001... Generator Loss: 0.3863
Epoch 1/1... Discriminator Loss: 1.0586... Generator Loss: 0.6627 Epoch 1/1... Discriminator Loss: 0.4479... Generator Loss: 1.6697 Epoch 1/1... Discriminator Loss: 1.5617... Generator Loss: 0.4463 Epoch 1/1... Discriminator Loss: 0.7568... Generator Loss: 1.3717 Epoch 1/1... Discriminator Loss: 0.1183... Generator Loss: 4.4926 Epoch 1/1... Discriminator Loss: 1.1318... Generator Loss: 1.2889 Epoch 1/1... Discriminator Loss: 1.2652... Generator Loss: 0.4300 Epoch 1/1... Discriminator Loss: 0.5540... Generator Loss: 1.2387 Epoch 1/1... Discriminator Loss: 0.4583... Generator Loss: 3.0786 Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 2.8490
Epoch 1/1... Discriminator Loss: 0.5074... Generator Loss: 1.1991 Epoch 1/1... Discriminator Loss: 0.2217... Generator Loss: 2.4094 Epoch 1/1... Discriminator Loss: 0.0717... Generator Loss: 3.9979 Epoch 1/1... Discriminator Loss: 0.1052... Generator Loss: 3.2318 Epoch 1/1... Discriminator Loss: 0.0245... Generator Loss: 5.9797 Epoch 1/1... Discriminator Loss: 0.0579... Generator Loss: 4.0027 Epoch 1/1... Discriminator Loss: 0.0396... Generator Loss: 4.6143 Epoch 1/1... Discriminator Loss: 0.0311... Generator Loss: 4.8246 Epoch 1/1... Discriminator Loss: 0.0130... Generator Loss: 5.6197 Epoch 1/1... Discriminator Loss: 0.0142... Generator Loss: 5.2689
Epoch 1/1... Discriminator Loss: 1.5350... Generator Loss: 0.4785 Epoch 1/1... Discriminator Loss: 0.1623... Generator Loss: 3.2646 Epoch 1/1... Discriminator Loss: 0.1006... Generator Loss: 3.3730 Epoch 1/1... Discriminator Loss: 0.0257... Generator Loss: 6.1010 Epoch 1/1... Discriminator Loss: 0.9748... Generator Loss: 6.2483 Epoch 1/1... Discriminator Loss: 0.0267... Generator Loss: 6.9470 Epoch 1/1... Discriminator Loss: 0.0935... Generator Loss: 3.0309 Epoch 1/1... Discriminator Loss: 2.0338... Generator Loss: 4.5775 Epoch 1/1... Discriminator Loss: 0.0567... Generator Loss: 3.8276 Epoch 1/1... Discriminator Loss: 0.0832... Generator Loss: 3.6796
Epoch 1/1... Discriminator Loss: 0.0531... Generator Loss: 3.7602 Epoch 1/1... Discriminator Loss: 0.0554... Generator Loss: 3.8071 Epoch 1/1... Discriminator Loss: 1.1367... Generator Loss: 1.2828 Epoch 1/1... Discriminator Loss: 0.2611... Generator Loss: 3.0258 Epoch 1/1... Discriminator Loss: 0.0723... Generator Loss: 3.1010 Epoch 1/1... Discriminator Loss: 3.4551... Generator Loss: 0.0667 Epoch 1/1... Discriminator Loss: 2.6479... Generator Loss: 0.0870 Epoch 1/1... Discriminator Loss: 0.3378... Generator Loss: 2.8158 Epoch 1/1... Discriminator Loss: 0.4034... Generator Loss: 2.5218 Epoch 1/1... Discriminator Loss: 1.6997... Generator Loss: 0.4234
Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.3637 Epoch 1/1... Discriminator Loss: 1.8378... Generator Loss: 6.2570 Epoch 1/1... Discriminator Loss: 0.6451... Generator Loss: 0.9845 Epoch 1/1... Discriminator Loss: 0.1167... Generator Loss: 3.1307 Epoch 1/1... Discriminator Loss: 0.3838... Generator Loss: 1.4234 Epoch 1/1... Discriminator Loss: 0.2889... Generator Loss: 1.7419 Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 2.7326 Epoch 1/1... Discriminator Loss: 0.6089... Generator Loss: 0.9346 Epoch 1/1... Discriminator Loss: 0.9904... Generator Loss: 2.0782 Epoch 1/1... Discriminator Loss: 0.2523... Generator Loss: 3.6251
Epoch 1/1... Discriminator Loss: 0.1908... Generator Loss: 3.4802 Epoch 1/1... Discriminator Loss: 1.0841... Generator Loss: 0.6114 Epoch 1/1... Discriminator Loss: 0.3783... Generator Loss: 1.3780 Epoch 1/1... Discriminator Loss: 0.9235... Generator Loss: 1.7510 Epoch 1/1... Discriminator Loss: 0.2280... Generator Loss: 2.3086 Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 2.4034 Epoch 1/1... Discriminator Loss: 0.4403... Generator Loss: 2.2643 Epoch 1/1... Discriminator Loss: 0.0799... Generator Loss: 3.9842 Epoch 1/1... Discriminator Loss: 1.4652... Generator Loss: 3.7732 Epoch 1/1... Discriminator Loss: 1.3096... Generator Loss: 2.7748
Epoch 1/1... Discriminator Loss: 1.0486... Generator Loss: 2.7200 Epoch 1/1... Discriminator Loss: 1.2013... Generator Loss: 0.5098 Epoch 1/1... Discriminator Loss: 1.5550... Generator Loss: 3.0271 Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.5691 Epoch 1/1... Discriminator Loss: 0.3793... Generator Loss: 1.5506 Epoch 1/1... Discriminator Loss: 1.8741... Generator Loss: 3.4592 Epoch 1/1... Discriminator Loss: 0.3708... Generator Loss: 2.0723 Epoch 1/1... Discriminator Loss: 0.2506... Generator Loss: 2.4876 Epoch 1/1... Discriminator Loss: 1.3148... Generator Loss: 2.2487 Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 2.3872
Epoch 1/1... Discriminator Loss: 0.6546... Generator Loss: 0.9979 Epoch 1/1... Discriminator Loss: 0.8984... Generator Loss: 0.9188 Epoch 1/1... Discriminator Loss: 1.2869... Generator Loss: 1.6564 Epoch 1/1... Discriminator Loss: 0.7382... Generator Loss: 1.8424 Epoch 1/1... Discriminator Loss: 0.3888... Generator Loss: 3.7778 Epoch 1/1... Discriminator Loss: 0.3800... Generator Loss: 1.5353 Epoch 1/1... Discriminator Loss: 2.9266... Generator Loss: 3.3126 Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 3.4955 Epoch 1/1... Discriminator Loss: 1.2417... Generator Loss: 0.5089 Epoch 1/1... Discriminator Loss: 0.8170... Generator Loss: 0.7686
Epoch 1/1... Discriminator Loss: 0.8755... Generator Loss: 0.7844 Epoch 1/1... Discriminator Loss: 0.4709... Generator Loss: 1.7988 Epoch 1/1... Discriminator Loss: 0.7918... Generator Loss: 1.0788 Epoch 1/1... Discriminator Loss: 1.8166... Generator Loss: 0.2047 Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 1.4145 Epoch 1/1... Discriminator Loss: 0.7566... Generator Loss: 0.9084 Epoch 1/1... Discriminator Loss: 0.4321... Generator Loss: 1.8866 Epoch 1/1... Discriminator Loss: 1.8158... Generator Loss: 4.7090 Epoch 1/1... Discriminator Loss: 0.6488... Generator Loss: 0.9402 Epoch 1/1... Discriminator Loss: 1.0905... Generator Loss: 2.5841
Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 1.4785 Epoch 1/1... Discriminator Loss: 1.3903... Generator Loss: 0.4080 Epoch 1/1... Discriminator Loss: 0.7966... Generator Loss: 1.4189 Epoch 1/1... Discriminator Loss: 1.3185... Generator Loss: 0.6925 Epoch 1/1... Discriminator Loss: 0.4762... Generator Loss: 2.2910 Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 0.7137 Epoch 1/1... Discriminator Loss: 0.5128... Generator Loss: 1.3964 Epoch 1/1... Discriminator Loss: 1.6915... Generator Loss: 0.2714 Epoch 1/1... Discriminator Loss: 0.5922... Generator Loss: 2.5178 Epoch 1/1... Discriminator Loss: 0.7285... Generator Loss: 3.0937
Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 0.5117 Epoch 1/1... Discriminator Loss: 0.3832... Generator Loss: 2.0911 Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 0.5416 Epoch 1/1... Discriminator Loss: 1.1916... Generator Loss: 0.4471 Epoch 1/1... Discriminator Loss: 0.8491... Generator Loss: 0.7246 Epoch 1/1... Discriminator Loss: 0.5315... Generator Loss: 2.1242 Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 0.6443 Epoch 1/1... Discriminator Loss: 0.4854... Generator Loss: 1.6493 Epoch 1/1... Discriminator Loss: 1.0326... Generator Loss: 0.6175 Epoch 1/1... Discriminator Loss: 0.8086... Generator Loss: 1.3664
Epoch 1/1... Discriminator Loss: 1.1057... Generator Loss: 0.7900 Epoch 1/1... Discriminator Loss: 0.3115... Generator Loss: 2.3315 Epoch 1/1... Discriminator Loss: 0.3674... Generator Loss: 1.8101 Epoch 1/1... Discriminator Loss: 1.0023... Generator Loss: 0.9781 Epoch 1/1... Discriminator Loss: 0.9706... Generator Loss: 1.0380 Epoch 1/1... Discriminator Loss: 1.3482... Generator Loss: 0.4864 Epoch 1/1... Discriminator Loss: 1.3648... Generator Loss: 0.4002 Epoch 1/1... Discriminator Loss: 0.7551... Generator Loss: 1.0111 Epoch 1/1... Discriminator Loss: 0.9737... Generator Loss: 1.0277 Epoch 1/1... Discriminator Loss: 1.5565... Generator Loss: 0.3432
Epoch 1/1... Discriminator Loss: 1.4796... Generator Loss: 0.3088 Epoch 1/1... Discriminator Loss: 1.0353... Generator Loss: 0.8029 Epoch 1/1... Discriminator Loss: 0.6988... Generator Loss: 1.8839 Epoch 1/1... Discriminator Loss: 1.3820... Generator Loss: 0.4166 Epoch 1/1... Discriminator Loss: 1.1698... Generator Loss: 1.2199 Epoch 1/1... Discriminator Loss: 0.7925... Generator Loss: 1.1269 Epoch 1/1... Discriminator Loss: 1.6479... Generator Loss: 0.2671 Epoch 1/1... Discriminator Loss: 0.8934... Generator Loss: 1.3389 Epoch 1/1... Discriminator Loss: 1.2735... Generator Loss: 0.4134 Epoch 1/1... Discriminator Loss: 1.2737... Generator Loss: 0.4751
Epoch 1/1... Discriminator Loss: 2.2486... Generator Loss: 0.1375 Epoch 1/1... Discriminator Loss: 1.3327... Generator Loss: 1.3632 Epoch 1/1... Discriminator Loss: 0.8226... Generator Loss: 0.9165 Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 1.5012 Epoch 1/1... Discriminator Loss: 1.0616... Generator Loss: 0.6607 Epoch 1/1... Discriminator Loss: 1.5627... Generator Loss: 1.7657 Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.8341 Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 0.8323 Epoch 1/1... Discriminator Loss: 0.9598... Generator Loss: 1.1836 Epoch 1/1... Discriminator Loss: 1.5285... Generator Loss: 0.3600
Epoch 1/1... Discriminator Loss: 1.2631... Generator Loss: 0.5029 Epoch 1/1... Discriminator Loss: 1.1830... Generator Loss: 0.4798 Epoch 1/1... Discriminator Loss: 1.0544... Generator Loss: 0.6117 Epoch 1/1... Discriminator Loss: 0.7170... Generator Loss: 1.0983 Epoch 1/1... Discriminator Loss: 0.5006... Generator Loss: 1.8339 Epoch 1/1... Discriminator Loss: 1.6645... Generator Loss: 0.2658 Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 0.5094 Epoch 1/1... Discriminator Loss: 1.0704... Generator Loss: 0.5560 Epoch 1/1... Discriminator Loss: 1.5119... Generator Loss: 0.2949 Epoch 1/1... Discriminator Loss: 1.3707... Generator Loss: 0.4411
Epoch 1/1... Discriminator Loss: 0.9447... Generator Loss: 1.0786 Epoch 1/1... Discriminator Loss: 1.4193... Generator Loss: 0.3978 Epoch 1/1... Discriminator Loss: 1.5362... Generator Loss: 0.3079 Epoch 1/1... Discriminator Loss: 1.4320... Generator Loss: 0.3724 Epoch 1/1... Discriminator Loss: 1.5752... Generator Loss: 0.2955 Epoch 1/1... Discriminator Loss: 1.6743... Generator Loss: 0.2702 Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 1.1664 Epoch 1/1... Discriminator Loss: 0.9627... Generator Loss: 1.5842 Epoch 1/1... Discriminator Loss: 0.9219... Generator Loss: 0.9847 Epoch 1/1... Discriminator Loss: 1.5729... Generator Loss: 0.2915
Epoch 1/1... Discriminator Loss: 1.3074... Generator Loss: 0.5157 Epoch 1/1... Discriminator Loss: 1.2019... Generator Loss: 0.5081 Epoch 1/1... Discriminator Loss: 1.2823... Generator Loss: 0.4415 Epoch 1/1... Discriminator Loss: 1.3909... Generator Loss: 0.5535 Epoch 1/1... Discriminator Loss: 1.3040... Generator Loss: 0.5134 Epoch 1/1... Discriminator Loss: 1.1519... Generator Loss: 0.7808 Epoch 1/1... Discriminator Loss: 0.9165... Generator Loss: 0.9135 Epoch 1/1... Discriminator Loss: 0.8758... Generator Loss: 0.9320 Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 0.3967 Epoch 1/1... Discriminator Loss: 1.1911... Generator Loss: 0.7488
Epoch 1/1... Discriminator Loss: 1.2644... Generator Loss: 0.4384 Epoch 1/1... Discriminator Loss: 0.8244... Generator Loss: 1.0207 Epoch 1/1... Discriminator Loss: 1.2280... Generator Loss: 0.5989 Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.6726 Epoch 1/1... Discriminator Loss: 0.8709... Generator Loss: 0.8842 Epoch 1/1... Discriminator Loss: 1.3129... Generator Loss: 0.4181 Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.8281 Epoch 1/1... Discriminator Loss: 0.8225... Generator Loss: 0.9190 Epoch 1/1... Discriminator Loss: 1.0205... Generator Loss: 0.6698 Epoch 1/1... Discriminator Loss: 1.3594... Generator Loss: 0.3789
Epoch 1/1... Discriminator Loss: 1.1400... Generator Loss: 0.5060 Epoch 1/1... Discriminator Loss: 1.0154... Generator Loss: 1.1785 Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 0.9804 Epoch 1/1... Discriminator Loss: 1.1952... Generator Loss: 1.0782 Epoch 1/1... Discriminator Loss: 1.3804... Generator Loss: 0.4611 Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 0.7537 Epoch 1/1... Discriminator Loss: 0.8923... Generator Loss: 1.5160 Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 1.0990 Epoch 1/1... Discriminator Loss: 0.6318... Generator Loss: 1.7315 Epoch 1/1... Discriminator Loss: 0.9686... Generator Loss: 0.8432
Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 0.8966 Epoch 1/1... Discriminator Loss: 0.9583... Generator Loss: 0.9584 Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 0.8968 Epoch 1/1... Discriminator Loss: 1.3490... Generator Loss: 0.3923 Epoch 1/1... Discriminator Loss: 1.2114... Generator Loss: 0.5892 Epoch 1/1... Discriminator Loss: 1.2078... Generator Loss: 0.5093 Epoch 1/1... Discriminator Loss: 1.1041... Generator Loss: 0.5815 Epoch 1/1... Discriminator Loss: 0.9326... Generator Loss: 0.7815 Epoch 1/1... Discriminator Loss: 1.5667... Generator Loss: 0.2659 Epoch 1/1... Discriminator Loss: 1.1059... Generator Loss: 0.8001
Epoch 1/1... Discriminator Loss: 0.8795... Generator Loss: 1.0385 Epoch 1/1... Discriminator Loss: 1.0474... Generator Loss: 0.8582 Epoch 1/1... Discriminator Loss: 0.9682... Generator Loss: 1.1088 Epoch 1/1... Discriminator Loss: 0.9396... Generator Loss: 1.5781 Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 0.8437 Epoch 1/1... Discriminator Loss: 1.0350... Generator Loss: 0.7960 Epoch 1/1... Discriminator Loss: 1.1407... Generator Loss: 0.9118 Epoch 1/1... Discriminator Loss: 1.1195... Generator Loss: 1.1896 Epoch 1/1... Discriminator Loss: 0.9376... Generator Loss: 0.8079 Epoch 1/1... Discriminator Loss: 1.6634... Generator Loss: 1.3746
Epoch 1/1... Discriminator Loss: 0.9026... Generator Loss: 0.9746 Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.0629 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.4621 Epoch 1/1... Discriminator Loss: 1.3953... Generator Loss: 0.4393 Epoch 1/1... Discriminator Loss: 0.7939... Generator Loss: 0.9215 Epoch 1/1... Discriminator Loss: 1.1044... Generator Loss: 0.5789 Epoch 1/1... Discriminator Loss: 1.2869... Generator Loss: 0.4358 Epoch 1/1... Discriminator Loss: 1.2544... Generator Loss: 1.3549 Epoch 1/1... Discriminator Loss: 1.0212... Generator Loss: 0.7301 Epoch 1/1... Discriminator Loss: 0.9033... Generator Loss: 0.8803
Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.5838 Epoch 1/1... Discriminator Loss: 1.1730... Generator Loss: 0.5668 Epoch 1/1... Discriminator Loss: 0.9868... Generator Loss: 1.0079 Epoch 1/1... Discriminator Loss: 1.1130... Generator Loss: 0.7906 Epoch 1/1... Discriminator Loss: 1.0446... Generator Loss: 0.5332 Epoch 1/1... Discriminator Loss: 0.9561... Generator Loss: 1.1651 Epoch 1/1... Discriminator Loss: 0.9802... Generator Loss: 0.5818 Epoch 1/1... Discriminator Loss: 0.8970... Generator Loss: 1.2407 Epoch 1/1... Discriminator Loss: 0.9493... Generator Loss: 0.8979 Epoch 1/1... Discriminator Loss: 1.1287... Generator Loss: 0.6224
Epoch 1/1... Discriminator Loss: 0.8152... Generator Loss: 1.0881 Epoch 1/1... Discriminator Loss: 1.0926... Generator Loss: 0.9946 Epoch 1/1... Discriminator Loss: 1.0664... Generator Loss: 0.7712 Epoch 1/1... Discriminator Loss: 0.9015... Generator Loss: 0.9067 Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 0.6657 Epoch 1/1... Discriminator Loss: 0.7855... Generator Loss: 1.0566 Epoch 1/1... Discriminator Loss: 1.0518... Generator Loss: 0.7027 Epoch 1/1... Discriminator Loss: 1.0009... Generator Loss: 0.8811 Epoch 1/1... Discriminator Loss: 1.2695... Generator Loss: 0.4644 Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.4987
Epoch 1/1... Discriminator Loss: 0.9588... Generator Loss: 0.8663 Epoch 1/1... Discriminator Loss: 0.9580... Generator Loss: 0.6469 Epoch 1/1... Discriminator Loss: 1.2307... Generator Loss: 0.4526 Epoch 1/1... Discriminator Loss: 0.9278... Generator Loss: 1.0237 Epoch 1/1... Discriminator Loss: 0.6669... Generator Loss: 1.8895 Epoch 1/1... Discriminator Loss: 1.1148... Generator Loss: 0.5673 Epoch 1/1... Discriminator Loss: 0.6156... Generator Loss: 1.3220 Epoch 1/1... Discriminator Loss: 0.9513... Generator Loss: 0.9127 Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 1.1084 Epoch 1/1... Discriminator Loss: 1.2203... Generator Loss: 0.5719
Epoch 1/1... Discriminator Loss: 0.9220... Generator Loss: 0.8836 Epoch 1/1... Discriminator Loss: 0.8315... Generator Loss: 0.9131 Epoch 1/1... Discriminator Loss: 1.2427... Generator Loss: 0.4807 Epoch 1/1... Discriminator Loss: 0.6328... Generator Loss: 1.4692 Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 1.4882 Epoch 1/1... Discriminator Loss: 0.9703... Generator Loss: 0.7022 Epoch 1/1... Discriminator Loss: 1.1405... Generator Loss: 0.5480 Epoch 1/1... Discriminator Loss: 0.4476... Generator Loss: 2.4406 Epoch 1/1... Discriminator Loss: 0.5032... Generator Loss: 1.8054 Epoch 1/1... Discriminator Loss: 1.3799... Generator Loss: 0.3958
Epoch 1/1... Discriminator Loss: 0.5662... Generator Loss: 1.8507 Epoch 1/1... Discriminator Loss: 1.4037... Generator Loss: 0.3716 Epoch 1/1... Discriminator Loss: 0.4653... Generator Loss: 1.5375 Epoch 1/1... Discriminator Loss: 0.7166... Generator Loss: 2.4957 Epoch 1/1... Discriminator Loss: 1.1148... Generator Loss: 0.5549 Epoch 1/1... Discriminator Loss: 0.7701... Generator Loss: 1.0888 Epoch 1/1... Discriminator Loss: 0.7518... Generator Loss: 3.0357 Epoch 1/1... Discriminator Loss: 0.6797... Generator Loss: 1.1437 Epoch 1/1... Discriminator Loss: 0.7466... Generator Loss: 1.5171 Epoch 1/1... Discriminator Loss: 0.5355... Generator Loss: 1.2783
Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.5112 Epoch 1/1... Discriminator Loss: 0.4606... Generator Loss: 1.7707 Epoch 1/1... Discriminator Loss: 0.4464... Generator Loss: 1.9284 Epoch 1/1... Discriminator Loss: 0.6205... Generator Loss: 2.0070 Epoch 1/1... Discriminator Loss: 0.8061... Generator Loss: 0.9986 Epoch 1/1... Discriminator Loss: 0.9434... Generator Loss: 0.7712 Epoch 1/1... Discriminator Loss: 0.4074... Generator Loss: 3.4874 Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 2.4090 Epoch 1/1... Discriminator Loss: 0.4865... Generator Loss: 1.4292 Epoch 1/1... Discriminator Loss: 1.2045... Generator Loss: 0.5377
Epoch 1/1... Discriminator Loss: 0.6574... Generator Loss: 0.8966 Epoch 1/1... Discriminator Loss: 0.6465... Generator Loss: 1.2876 Epoch 1/1... Discriminator Loss: 1.0561... Generator Loss: 0.8092 Epoch 1/1... Discriminator Loss: 0.4144... Generator Loss: 2.1465 Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 1.6025 Epoch 1/1... Discriminator Loss: 1.1416... Generator Loss: 0.5310 Epoch 1/1... Discriminator Loss: 0.7101... Generator Loss: 2.3935 Epoch 1/1... Discriminator Loss: 0.4557... Generator Loss: 1.7110 Epoch 1/1... Discriminator Loss: 0.4162... Generator Loss: 2.0537 Epoch 1/1... Discriminator Loss: 0.4946... Generator Loss: 1.8946
Epoch 1/1... Discriminator Loss: 0.5067... Generator Loss: 1.6288 Epoch 1/1... Discriminator Loss: 0.4200... Generator Loss: 2.8965 Epoch 1/1... Discriminator Loss: 0.3367... Generator Loss: 1.7263 Epoch 1/1... Discriminator Loss: 2.1208... Generator Loss: 0.2235 Epoch 1/1... Discriminator Loss: 1.3040... Generator Loss: 0.4557 Epoch 1/1... Discriminator Loss: 1.0621... Generator Loss: 0.6878 Epoch 1/1... Discriminator Loss: 0.8212... Generator Loss: 0.9667 Epoch 1/1... Discriminator Loss: 0.6024... Generator Loss: 1.1200 Epoch 1/1... Discriminator Loss: 0.5472... Generator Loss: 1.3047 Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 0.5798
Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 0.7186 Epoch 1/1... Discriminator Loss: 0.7047... Generator Loss: 2.0528 Epoch 1/1... Discriminator Loss: 1.2855... Generator Loss: 0.4116 Epoch 1/1... Discriminator Loss: 0.4666... Generator Loss: 1.9693 Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 0.7102 Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.6112 Epoch 1/1... Discriminator Loss: 0.5231... Generator Loss: 1.4006 Epoch 1/1... Discriminator Loss: 0.4354... Generator Loss: 3.3784 Epoch 1/1... Discriminator Loss: 0.8457... Generator Loss: 1.1763 Epoch 1/1... Discriminator Loss: 1.0785... Generator Loss: 0.6156
Epoch 1/1... Discriminator Loss: 0.4293... Generator Loss: 2.1941 Epoch 1/1... Discriminator Loss: 0.8730... Generator Loss: 0.8678 Epoch 1/1... Discriminator Loss: 0.9203... Generator Loss: 0.9022 Epoch 1/1... Discriminator Loss: 0.9293... Generator Loss: 0.7380 Epoch 1/1... Discriminator Loss: 0.5938... Generator Loss: 1.5817 Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 1.7441 Epoch 1/1... Discriminator Loss: 0.8458... Generator Loss: 0.8907 Epoch 1/1... Discriminator Loss: 1.2217... Generator Loss: 0.4889 Epoch 1/1... Discriminator Loss: 1.1888... Generator Loss: 0.4782 Epoch 1/1... Discriminator Loss: 1.2426... Generator Loss: 0.4291
Epoch 1/1... Discriminator Loss: 0.8468... Generator Loss: 1.0829 Epoch 1/1... Discriminator Loss: 0.7634... Generator Loss: 1.2444 Epoch 1/1... Discriminator Loss: 0.8635... Generator Loss: 1.0771 Epoch 1/1... Discriminator Loss: 1.0501... Generator Loss: 0.6130 Epoch 1/1... Discriminator Loss: 1.0264... Generator Loss: 0.9625 Epoch 1/1... Discriminator Loss: 1.3893... Generator Loss: 0.3588 Epoch 1/1... Discriminator Loss: 0.7722... Generator Loss: 1.3316 Epoch 1/1... Discriminator Loss: 0.6743... Generator Loss: 1.1475 Epoch 1/1... Discriminator Loss: 1.1636... Generator Loss: 0.7752 Epoch 1/1... Discriminator Loss: 0.8175... Generator Loss: 0.8877
Epoch 1/1... Discriminator Loss: 0.7181... Generator Loss: 1.0927 Epoch 1/1... Discriminator Loss: 0.8166... Generator Loss: 1.0698 Epoch 1/1... Discriminator Loss: 1.0174... Generator Loss: 0.9593 Epoch 1/1... Discriminator Loss: 0.5560... Generator Loss: 1.7615 Epoch 1/1... Discriminator Loss: 0.9019... Generator Loss: 0.8858 Epoch 1/1... Discriminator Loss: 0.8572... Generator Loss: 1.5105 Epoch 1/1... Discriminator Loss: 0.9614... Generator Loss: 0.7158 Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.4912 Epoch 1/1... Discriminator Loss: 0.9405... Generator Loss: 1.0213 Epoch 1/1... Discriminator Loss: 0.9406... Generator Loss: 0.7120
Epoch 1/1... Discriminator Loss: 1.0418... Generator Loss: 0.6674 Epoch 1/1... Discriminator Loss: 1.4011... Generator Loss: 0.4714 Epoch 1/1... Discriminator Loss: 0.7144... Generator Loss: 1.1262 Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 0.6813 Epoch 1/1... Discriminator Loss: 0.6507... Generator Loss: 0.9654 Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 0.7131 Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 1.5557 Epoch 1/1... Discriminator Loss: 0.5207... Generator Loss: 1.6394 Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.6306 Epoch 1/1... Discriminator Loss: 0.8534... Generator Loss: 1.0792
Epoch 1/1... Discriminator Loss: 1.2061... Generator Loss: 0.4767 Epoch 1/1... Discriminator Loss: 0.6900... Generator Loss: 1.0655 Epoch 1/1... Discriminator Loss: 0.5576... Generator Loss: 2.0841 Epoch 1/1... Discriminator Loss: 0.5787... Generator Loss: 1.3228 Epoch 1/1... Discriminator Loss: 0.6319... Generator Loss: 1.1749 Epoch 1/1... Discriminator Loss: 0.7064... Generator Loss: 1.2331 Epoch 1/1... Discriminator Loss: 0.5871... Generator Loss: 2.6154 Epoch 1/1... Discriminator Loss: 0.7776... Generator Loss: 1.1958 Epoch 1/1... Discriminator Loss: 0.4518... Generator Loss: 1.5064 Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 0.9417
Epoch 1/1... Discriminator Loss: 0.7244... Generator Loss: 1.3452 Epoch 1/1... Discriminator Loss: 0.8658... Generator Loss: 0.8213 Epoch 1/1... Discriminator Loss: 0.6135... Generator Loss: 1.3559 Epoch 1/1... Discriminator Loss: 0.5970... Generator Loss: 1.8133 Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 1.6408 Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 0.6760 Epoch 1/1... Discriminator Loss: 0.7606... Generator Loss: 0.8887 Epoch 1/1... Discriminator Loss: 1.1236... Generator Loss: 1.0340 Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 0.6490 Epoch 1/1... Discriminator Loss: 0.6245... Generator Loss: 3.6726
Epoch 1/1... Discriminator Loss: 0.8324... Generator Loss: 0.9929 Epoch 1/1... Discriminator Loss: 0.5711... Generator Loss: 1.3208 Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 2.3128 Epoch 1/1... Discriminator Loss: 0.5664... Generator Loss: 1.2561 Epoch 1/1... Discriminator Loss: 0.5579... Generator Loss: 2.7522 Epoch 1/1... Discriminator Loss: 0.5919... Generator Loss: 2.9311 Epoch 1/1... Discriminator Loss: 0.6085... Generator Loss: 1.3715 Epoch 1/1... Discriminator Loss: 0.5469... Generator Loss: 1.6864 Epoch 1/1... Discriminator Loss: 1.2694... Generator Loss: 0.4918 Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 0.9806
Epoch 1/1... Discriminator Loss: 0.7311... Generator Loss: 1.0058 Epoch 1/1... Discriminator Loss: 1.0545... Generator Loss: 0.7350 Epoch 1/1... Discriminator Loss: 0.7571... Generator Loss: 1.0868 Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 0.5998 Epoch 1/1... Discriminator Loss: 1.0119... Generator Loss: 0.7337 Epoch 1/1... Discriminator Loss: 0.8743... Generator Loss: 0.8182 Epoch 1/1... Discriminator Loss: 0.7548... Generator Loss: 0.9313 Epoch 1/1... Discriminator Loss: 0.6670... Generator Loss: 1.0097 Epoch 1/1... Discriminator Loss: 0.9217... Generator Loss: 0.7903 Epoch 1/1... Discriminator Loss: 1.3678... Generator Loss: 0.4124
Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 0.5975 Epoch 1/1... Discriminator Loss: 0.3475... Generator Loss: 1.9038 Epoch 1/1... Discriminator Loss: 0.5901... Generator Loss: 1.2809 Epoch 1/1... Discriminator Loss: 1.2092... Generator Loss: 0.4320 Epoch 1/1... Discriminator Loss: 1.1046... Generator Loss: 0.5400 Epoch 1/1... Discriminator Loss: 0.6148... Generator Loss: 1.1184 Epoch 1/1... Discriminator Loss: 0.7955... Generator Loss: 0.8851 Epoch 1/1... Discriminator Loss: 1.6559... Generator Loss: 0.2814 Epoch 1/1... Discriminator Loss: 0.3577... Generator Loss: 1.9251 Epoch 1/1... Discriminator Loss: 0.7576... Generator Loss: 0.9922
Epoch 1/1... Discriminator Loss: 0.8656... Generator Loss: 0.7545 Epoch 1/1... Discriminator Loss: 0.6225... Generator Loss: 2.1238 Epoch 1/1... Discriminator Loss: 0.9898... Generator Loss: 0.6697 Epoch 1/1... Discriminator Loss: 0.7710... Generator Loss: 1.2378 Epoch 1/1... Discriminator Loss: 0.7737... Generator Loss: 0.8719 Epoch 1/1... Discriminator Loss: 0.4991... Generator Loss: 1.5165 Epoch 1/1... Discriminator Loss: 0.6584... Generator Loss: 1.6932 Epoch 1/1... Discriminator Loss: 0.5300... Generator Loss: 1.2602 Epoch 1/1... Discriminator Loss: 0.9906... Generator Loss: 0.6501 Epoch 1/1... Discriminator Loss: 1.1453... Generator Loss: 0.4870
Epoch 1/1... Discriminator Loss: 0.5866... Generator Loss: 2.0211 Epoch 1/1... Discriminator Loss: 0.6798... Generator Loss: 1.1768 Epoch 1/1... Discriminator Loss: 0.9323... Generator Loss: 0.7109 Epoch 1/1... Discriminator Loss: 0.5261... Generator Loss: 1.1823 Epoch 1/1... Discriminator Loss: 0.4668... Generator Loss: 1.9848 Epoch 1/1... Discriminator Loss: 0.3857... Generator Loss: 1.9297 Epoch 1/1... Discriminator Loss: 0.4613... Generator Loss: 1.6799 Epoch 1/1... Discriminator Loss: 0.4598... Generator Loss: 1.8207 Epoch 1/1... Discriminator Loss: 0.3079... Generator Loss: 2.7137 Epoch 1/1... Discriminator Loss: 0.7328... Generator Loss: 1.0088
Epoch 1/1... Discriminator Loss: 0.4414... Generator Loss: 3.1808 Epoch 1/1... Discriminator Loss: 0.8482... Generator Loss: 1.1258 Epoch 1/1... Discriminator Loss: 0.3758... Generator Loss: 3.3153 Epoch 1/1... Discriminator Loss: 1.1700... Generator Loss: 0.4943 Epoch 1/1... Discriminator Loss: 0.3740... Generator Loss: 2.2915 Epoch 1/1... Discriminator Loss: 0.4832... Generator Loss: 2.0736 Epoch 1/1... Discriminator Loss: 0.7223... Generator Loss: 1.9160 Epoch 1/1... Discriminator Loss: 0.7178... Generator Loss: 1.0295 Epoch 1/1... Discriminator Loss: 0.3947... Generator Loss: 1.6805 Epoch 1/1... Discriminator Loss: 0.4596... Generator Loss: 1.3605
Epoch 1/1... Discriminator Loss: 0.4943... Generator Loss: 1.7930 Epoch 1/1... Discriminator Loss: 0.5494... Generator Loss: 1.4765 Epoch 1/1... Discriminator Loss: 0.9988... Generator Loss: 0.6667 Epoch 1/1... Discriminator Loss: 0.8177... Generator Loss: 1.1048 Epoch 1/1... Discriminator Loss: 0.5020... Generator Loss: 1.5828 Epoch 1/1... Discriminator Loss: 0.5418... Generator Loss: 1.9572 Epoch 1/1... Discriminator Loss: 0.5833... Generator Loss: 1.3979 Epoch 1/1... Discriminator Loss: 0.4713... Generator Loss: 1.9298 Epoch 1/1... Discriminator Loss: 0.8917... Generator Loss: 0.6745 Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.4728
Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 2.7270 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 1.7046 Epoch 1/1... Discriminator Loss: 0.9319... Generator Loss: 0.7032 Epoch 1/1... Discriminator Loss: 0.6368... Generator Loss: 1.7871 Epoch 1/1... Discriminator Loss: 1.0121... Generator Loss: 1.3141 Epoch 1/1... Discriminator Loss: 0.4501... Generator Loss: 1.9157 Epoch 1/1... Discriminator Loss: 1.0887... Generator Loss: 0.7221 Epoch 1/1... Discriminator Loss: 0.6118... Generator Loss: 1.2624 Epoch 1/1... Discriminator Loss: 0.8424... Generator Loss: 0.9862 Epoch 1/1... Discriminator Loss: 0.9372... Generator Loss: 0.8476
Epoch 1/1... Discriminator Loss: 0.5755... Generator Loss: 1.4798 Epoch 1/1... Discriminator Loss: 0.6776... Generator Loss: 1.1778 Epoch 1/1... Discriminator Loss: 0.8025... Generator Loss: 1.2336 Epoch 1/1... Discriminator Loss: 0.4572... Generator Loss: 1.9521 Epoch 1/1... Discriminator Loss: 1.2472... Generator Loss: 0.4566 Epoch 1/1... Discriminator Loss: 0.3678... Generator Loss: 2.1413 Epoch 1/1... Discriminator Loss: 1.1234... Generator Loss: 0.5722 Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 2.6393 Epoch 1/1... Discriminator Loss: 1.0237... Generator Loss: 0.8961 Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 0.7369
Epoch 1/1... Discriminator Loss: 0.9541... Generator Loss: 0.6465 Epoch 1/1... Discriminator Loss: 0.6539... Generator Loss: 1.9277 Epoch 1/1... Discriminator Loss: 1.3047... Generator Loss: 0.4203 Epoch 1/1... Discriminator Loss: 0.6655... Generator Loss: 1.1518 Epoch 1/1... Discriminator Loss: 0.9986... Generator Loss: 0.6695 Epoch 1/1... Discriminator Loss: 0.8747... Generator Loss: 0.7986 Epoch 1/1... Discriminator Loss: 0.9674... Generator Loss: 0.6769 Epoch 1/1... Discriminator Loss: 0.3332... Generator Loss: 2.5565 Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 0.7170 Epoch 1/1... Discriminator Loss: 0.9205... Generator Loss: 0.6790
Epoch 1/1... Discriminator Loss: 0.9861... Generator Loss: 0.7688 Epoch 1/1... Discriminator Loss: 0.6851... Generator Loss: 1.1260 Epoch 1/1... Discriminator Loss: 1.1214... Generator Loss: 0.8479 Epoch 1/1... Discriminator Loss: 0.8108... Generator Loss: 1.1608 Epoch 1/1... Discriminator Loss: 0.7405... Generator Loss: 1.1362 Epoch 1/1... Discriminator Loss: 0.3745... Generator Loss: 1.9887 Epoch 1/1... Discriminator Loss: 0.9524... Generator Loss: 0.7112 Epoch 1/1... Discriminator Loss: 0.6478... Generator Loss: 1.6646 Epoch 1/1... Discriminator Loss: 0.5300... Generator Loss: 1.2279 Epoch 1/1... Discriminator Loss: 0.6600... Generator Loss: 1.9978
Epoch 1/1... Discriminator Loss: 0.6998... Generator Loss: 1.0529 Epoch 1/1... Discriminator Loss: 0.7115... Generator Loss: 1.3710 Epoch 1/1... Discriminator Loss: 1.1762... Generator Loss: 0.5254 Epoch 1/1... Discriminator Loss: 1.4746... Generator Loss: 0.4209 Epoch 1/1... Discriminator Loss: 0.4210... Generator Loss: 1.8234 Epoch 1/1... Discriminator Loss: 0.6911... Generator Loss: 1.0270 Epoch 1/1... Discriminator Loss: 0.4819... Generator Loss: 1.5352 Epoch 1/1... Discriminator Loss: 0.6094... Generator Loss: 1.4271 Epoch 1/1... Discriminator Loss: 1.3662... Generator Loss: 0.3908 Epoch 1/1... Discriminator Loss: 0.4767... Generator Loss: 1.7244
Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 0.6171 Epoch 1/1... Discriminator Loss: 0.7874... Generator Loss: 0.9706 Epoch 1/1... Discriminator Loss: 0.6125... Generator Loss: 1.3586 Epoch 1/1... Discriminator Loss: 1.0888... Generator Loss: 0.6874 Epoch 1/1... Discriminator Loss: 0.9035... Generator Loss: 1.0729 Epoch 1/1... Discriminator Loss: 0.6192... Generator Loss: 1.0039 Epoch 1/1... Discriminator Loss: 0.6965... Generator Loss: 1.1777 Epoch 1/1... Discriminator Loss: 1.2245... Generator Loss: 0.4552 Epoch 1/1... Discriminator Loss: 0.4305... Generator Loss: 1.7613 Epoch 1/1... Discriminator Loss: 0.6710... Generator Loss: 1.2676
Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 0.7699 Epoch 1/1... Discriminator Loss: 0.7660... Generator Loss: 0.9178 Epoch 1/1... Discriminator Loss: 0.5800... Generator Loss: 1.4500 Epoch 1/1... Discriminator Loss: 0.3754... Generator Loss: 2.3650 Epoch 1/1... Discriminator Loss: 0.6996... Generator Loss: 0.9402 Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 1.2524 Epoch 1/1... Discriminator Loss: 0.8417... Generator Loss: 0.7648 Epoch 1/1... Discriminator Loss: 0.6640... Generator Loss: 1.7593 Epoch 1/1... Discriminator Loss: 0.9829... Generator Loss: 1.5918 Epoch 1/1... Discriminator Loss: 0.4289... Generator Loss: 1.5168
Epoch 1/1... Discriminator Loss: 0.3747... Generator Loss: 2.1337 Epoch 1/1... Discriminator Loss: 0.5665... Generator Loss: 1.7161 Epoch 1/1... Discriminator Loss: 0.7501... Generator Loss: 1.1962 Epoch 1/1... Discriminator Loss: 0.6113... Generator Loss: 1.4458 Epoch 1/1... Discriminator Loss: 0.4470... Generator Loss: 2.5816 Epoch 1/1... Discriminator Loss: 0.9544... Generator Loss: 0.8074 Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 0.8194 Epoch 1/1... Discriminator Loss: 0.4193... Generator Loss: 1.6521 Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 1.9113 Epoch 1/1... Discriminator Loss: 0.5806... Generator Loss: 1.9134
Epoch 1/1... Discriminator Loss: 1.1100... Generator Loss: 0.6268 Epoch 1/1... Discriminator Loss: 0.4923... Generator Loss: 1.1932 Epoch 1/1... Discriminator Loss: 0.5935... Generator Loss: 1.4026 Epoch 1/1... Discriminator Loss: 0.3881... Generator Loss: 2.0612 Epoch 1/1... Discriminator Loss: 0.6071... Generator Loss: 1.2463 Epoch 1/1... Discriminator Loss: 0.7023... Generator Loss: 1.1232 Epoch 1/1... Discriminator Loss: 0.4550... Generator Loss: 2.2424 Epoch 1/1... Discriminator Loss: 0.8378... Generator Loss: 0.9174 Epoch 1/1... Discriminator Loss: 0.5657... Generator Loss: 1.3188 Epoch 1/1... Discriminator Loss: 0.5316... Generator Loss: 1.2986
Epoch 1/1... Discriminator Loss: 0.5574... Generator Loss: 1.4325 Epoch 1/1... Discriminator Loss: 0.4050... Generator Loss: 1.8403 Epoch 1/1... Discriminator Loss: 0.4082... Generator Loss: 2.0069 Epoch 1/1... Discriminator Loss: 0.6989... Generator Loss: 1.1044 Epoch 1/1... Discriminator Loss: 0.6050... Generator Loss: 1.2708 Epoch 1/1... Discriminator Loss: 0.3553... Generator Loss: 1.9118 Epoch 1/1... Discriminator Loss: 0.5075... Generator Loss: 1.4713 Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.7093 Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 1.0675 Epoch 1/1... Discriminator Loss: 0.8812... Generator Loss: 0.8499
Epoch 1/1... Discriminator Loss: 0.9849... Generator Loss: 0.6761 Epoch 1/1... Discriminator Loss: 0.5775... Generator Loss: 1.1154 Epoch 1/1... Discriminator Loss: 1.5872... Generator Loss: 0.3730 Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.1909 Epoch 1/1... Discriminator Loss: 0.5880... Generator Loss: 1.1994 Epoch 1/1... Discriminator Loss: 0.9942... Generator Loss: 0.8442 Epoch 1/1... Discriminator Loss: 0.2827... Generator Loss: 3.2496 Epoch 1/1... Discriminator Loss: 0.4896... Generator Loss: 1.4694 Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 0.4261 Epoch 1/1... Discriminator Loss: 0.6129... Generator Loss: 1.0925
Epoch 1/1... Discriminator Loss: 0.4154... Generator Loss: 2.4264 Epoch 1/1... Discriminator Loss: 0.6480... Generator Loss: 1.6088 Epoch 1/1... Discriminator Loss: 0.6114... Generator Loss: 1.7967 Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 0.7981 Epoch 1/1... Discriminator Loss: 0.5612... Generator Loss: 1.1626 Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 0.5893 Epoch 1/1... Discriminator Loss: 0.8588... Generator Loss: 1.2205 Epoch 1/1... Discriminator Loss: 0.5382... Generator Loss: 1.5603 Epoch 1/1... Discriminator Loss: 0.6591... Generator Loss: 1.2227 Epoch 1/1... Discriminator Loss: 0.3215... Generator Loss: 2.3514
Epoch 1/1... Discriminator Loss: 0.4646... Generator Loss: 1.5788 Epoch 1/1... Discriminator Loss: 0.5944... Generator Loss: 1.3222 Epoch 1/1... Discriminator Loss: 0.9085... Generator Loss: 2.5192 Epoch 1/1... Discriminator Loss: 0.6658... Generator Loss: 1.1633 Epoch 1/1... Discriminator Loss: 0.4107... Generator Loss: 2.6788 Epoch 1/1... Discriminator Loss: 0.6730... Generator Loss: 1.6754 Epoch 1/1... Discriminator Loss: 1.0908... Generator Loss: 0.5948 Epoch 1/1... Discriminator Loss: 0.5446... Generator Loss: 2.5433 Epoch 1/1... Discriminator Loss: 0.5681... Generator Loss: 1.2155 Epoch 1/1... Discriminator Loss: 1.1197... Generator Loss: 0.5708
Epoch 1/1... Discriminator Loss: 0.5685... Generator Loss: 1.7656 Epoch 1/1... Discriminator Loss: 0.5800... Generator Loss: 1.3565 Epoch 1/1... Discriminator Loss: 0.7642... Generator Loss: 1.1208 Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.6660 Epoch 1/1... Discriminator Loss: 0.6267... Generator Loss: 1.4238 Epoch 1/1... Discriminator Loss: 0.6909... Generator Loss: 1.2867 Epoch 1/1... Discriminator Loss: 0.4628... Generator Loss: 1.6319 Epoch 1/1... Discriminator Loss: 0.4853... Generator Loss: 2.1507 Epoch 1/1... Discriminator Loss: 0.5275... Generator Loss: 1.2081 Epoch 1/1... Discriminator Loss: 0.5228... Generator Loss: 1.2269
Epoch 1/1... Discriminator Loss: 0.4417... Generator Loss: 2.0598 Epoch 1/1... Discriminator Loss: 0.4317... Generator Loss: 1.4859 Epoch 1/1... Discriminator Loss: 0.5956... Generator Loss: 2.0052 Epoch 1/1... Discriminator Loss: 0.4950... Generator Loss: 1.9101 Epoch 1/1... Discriminator Loss: 0.3952... Generator Loss: 1.7506 Epoch 1/1... Discriminator Loss: 0.8949... Generator Loss: 1.1126 Epoch 1/1... Discriminator Loss: 0.5481... Generator Loss: 1.7341 Epoch 1/1... Discriminator Loss: 0.5290... Generator Loss: 1.4508 Epoch 1/1... Discriminator Loss: 1.0159... Generator Loss: 0.6796 Epoch 1/1... Discriminator Loss: 0.4525... Generator Loss: 2.6460
Epoch 1/1... Discriminator Loss: 0.6695... Generator Loss: 0.9599 Epoch 1/1... Discriminator Loss: 0.5795... Generator Loss: 1.5177 Epoch 1/1... Discriminator Loss: 0.7247... Generator Loss: 1.1344 Epoch 1/1... Discriminator Loss: 1.1756... Generator Loss: 0.7833 Epoch 1/1... Discriminator Loss: 0.6300... Generator Loss: 1.3996 Epoch 1/1... Discriminator Loss: 0.8270... Generator Loss: 0.9929 Epoch 1/1... Discriminator Loss: 0.7486... Generator Loss: 1.6430 Epoch 1/1... Discriminator Loss: 0.5153... Generator Loss: 1.3340 Epoch 1/1... Discriminator Loss: 0.5955... Generator Loss: 1.7626 Epoch 1/1... Discriminator Loss: 0.3757... Generator Loss: 2.2519
Epoch 1/1... Discriminator Loss: 0.4600... Generator Loss: 2.2433 Epoch 1/1... Discriminator Loss: 0.7280... Generator Loss: 0.9140 Epoch 1/1... Discriminator Loss: 0.6965... Generator Loss: 1.7617 Epoch 1/1... Discriminator Loss: 0.6113... Generator Loss: 1.4137 Epoch 1/1... Discriminator Loss: 0.4782... Generator Loss: 1.5900 Epoch 1/1... Discriminator Loss: 0.7997... Generator Loss: 0.9266 Epoch 1/1... Discriminator Loss: 0.3820... Generator Loss: 2.1628 Epoch 1/1... Discriminator Loss: 0.8463... Generator Loss: 1.0871 Epoch 1/1... Discriminator Loss: 0.4283... Generator Loss: 1.6997 Epoch 1/1... Discriminator Loss: 0.4094... Generator Loss: 1.7226
Epoch 1/1... Discriminator Loss: 0.3856... Generator Loss: 1.9521 Epoch 1/1... Discriminator Loss: 0.4241... Generator Loss: 2.9186 Epoch 1/1... Discriminator Loss: 0.2830... Generator Loss: 2.3498 Epoch 1/1... Discriminator Loss: 0.4676... Generator Loss: 1.8272 Epoch 1/1... Discriminator Loss: 0.5310... Generator Loss: 1.4836 Epoch 1/1... Discriminator Loss: 0.5059... Generator Loss: 1.3500 Epoch 1/1... Discriminator Loss: 0.9931... Generator Loss: 0.6614 Epoch 1/1... Discriminator Loss: 0.4449... Generator Loss: 1.8193 Epoch 1/1... Discriminator Loss: 0.6328... Generator Loss: 1.1605 Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 0.9376
Epoch 1/1... Discriminator Loss: 0.3160... Generator Loss: 2.3353 Epoch 1/1... Discriminator Loss: 0.7073... Generator Loss: 1.0346 Epoch 1/1... Discriminator Loss: 0.5886... Generator Loss: 1.1806 Epoch 1/1... Discriminator Loss: 0.5655... Generator Loss: 2.9554 Epoch 1/1... Discriminator Loss: 0.7700... Generator Loss: 1.0896 Epoch 1/1... Discriminator Loss: 0.5164... Generator Loss: 1.2444 Epoch 1/1... Discriminator Loss: 0.6649... Generator Loss: 1.3091 Epoch 1/1... Discriminator Loss: 0.4351... Generator Loss: 3.3424 Epoch 1/1... Discriminator Loss: 0.5897... Generator Loss: 3.6158 Epoch 1/1... Discriminator Loss: 0.6333... Generator Loss: 1.4650
Epoch 1/1... Discriminator Loss: 0.5495... Generator Loss: 1.3900 Epoch 1/1... Discriminator Loss: 1.0382... Generator Loss: 0.6238 Epoch 1/1... Discriminator Loss: 0.9197... Generator Loss: 1.3168 Epoch 1/1... Discriminator Loss: 0.5073... Generator Loss: 1.4502 Epoch 1/1... Discriminator Loss: 0.8985... Generator Loss: 0.7764 Epoch 1/1... Discriminator Loss: 0.5854... Generator Loss: 2.5582 Epoch 1/1... Discriminator Loss: 0.4710... Generator Loss: 2.0861 Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 0.6952 Epoch 1/1... Discriminator Loss: 0.5114... Generator Loss: 1.3463 Epoch 1/1... Discriminator Loss: 0.6084... Generator Loss: 1.4963
Epoch 1/1... Discriminator Loss: 0.6847... Generator Loss: 1.0790 Epoch 1/1... Discriminator Loss: 0.5154... Generator Loss: 2.0240 Epoch 1/1... Discriminator Loss: 0.9165... Generator Loss: 0.9577 Epoch 1/1... Discriminator Loss: 0.4883... Generator Loss: 1.4243 Epoch 1/1... Discriminator Loss: 0.5892... Generator Loss: 1.1616 Epoch 1/1... Discriminator Loss: 0.8628... Generator Loss: 0.9802 Epoch 1/1... Discriminator Loss: 0.4947... Generator Loss: 2.9349 Epoch 1/1... Discriminator Loss: 0.6232... Generator Loss: 1.4368 Epoch 1/1... Discriminator Loss: 0.3716... Generator Loss: 1.7118 Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 0.7529
Epoch 1/1... Discriminator Loss: 0.6497... Generator Loss: 1.1917 Epoch 1/1... Discriminator Loss: 0.5469... Generator Loss: 1.5740 Epoch 1/1... Discriminator Loss: 0.4911... Generator Loss: 1.4972 Epoch 1/1... Discriminator Loss: 0.6121... Generator Loss: 2.8381 Epoch 1/1... Discriminator Loss: 0.4957... Generator Loss: 1.8575 Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 1.7687 Epoch 1/1... Discriminator Loss: 0.5038... Generator Loss: 1.3760 Epoch 1/1... Discriminator Loss: 0.7191... Generator Loss: 2.8555 Epoch 1/1... Discriminator Loss: 0.5727... Generator Loss: 1.3715 Epoch 1/1... Discriminator Loss: 0.3784... Generator Loss: 3.1535
Epoch 1/1... Discriminator Loss: 0.5671... Generator Loss: 1.1989 Epoch 1/1... Discriminator Loss: 0.6899... Generator Loss: 2.1073 Epoch 1/1... Discriminator Loss: 0.4719... Generator Loss: 1.8538 Epoch 1/1... Discriminator Loss: 1.0534... Generator Loss: 0.7645 Epoch 1/1... Discriminator Loss: 0.7254... Generator Loss: 1.4264 Epoch 1/1... Discriminator Loss: 0.3617... Generator Loss: 1.8190 Epoch 1/1... Discriminator Loss: 0.5842... Generator Loss: 1.4268 Epoch 1/1... Discriminator Loss: 0.3667... Generator Loss: 1.7564 Epoch 1/1... Discriminator Loss: 0.5092... Generator Loss: 1.3757 Epoch 1/1... Discriminator Loss: 0.5623... Generator Loss: 1.5895
Epoch 1/1... Discriminator Loss: 0.7071... Generator Loss: 1.1271 Epoch 1/1... Discriminator Loss: 0.9164... Generator Loss: 0.8514 Epoch 1/1... Discriminator Loss: 0.4917... Generator Loss: 2.3234 Epoch 1/1... Discriminator Loss: 0.4389... Generator Loss: 1.7526 Epoch 1/1... Discriminator Loss: 0.7939... Generator Loss: 1.2233 Epoch 1/1... Discriminator Loss: 0.6484... Generator Loss: 1.4889 Epoch 1/1... Discriminator Loss: 0.7684... Generator Loss: 0.9602 Epoch 1/1... Discriminator Loss: 1.0378... Generator Loss: 0.5678 Epoch 1/1... Discriminator Loss: 0.8122... Generator Loss: 0.8447 Epoch 1/1... Discriminator Loss: 0.6371... Generator Loss: 1.1757
Epoch 1/1... Discriminator Loss: 0.3881... Generator Loss: 1.5457 Epoch 1/1... Discriminator Loss: 0.9051... Generator Loss: 0.8427 Epoch 1/1... Discriminator Loss: 0.3726... Generator Loss: 2.3024 Epoch 1/1... Discriminator Loss: 0.3829... Generator Loss: 3.3922 Epoch 1/1... Discriminator Loss: 0.4834... Generator Loss: 1.5211 Epoch 1/1... Discriminator Loss: 0.3865... Generator Loss: 1.5026 Epoch 1/1... Discriminator Loss: 0.8344... Generator Loss: 0.8726 Epoch 1/1... Discriminator Loss: 0.5173... Generator Loss: 1.5230 Epoch 1/1... Discriminator Loss: 0.5855... Generator Loss: 1.1865 Epoch 1/1... Discriminator Loss: 0.3162... Generator Loss: 2.8448
Epoch 1/1... Discriminator Loss: 0.4866... Generator Loss: 1.2706 Epoch 1/1... Discriminator Loss: 0.4117... Generator Loss: 1.7842 Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.4198 Epoch 1/1... Discriminator Loss: 0.8457... Generator Loss: 0.8223 Epoch 1/1... Discriminator Loss: 0.6112... Generator Loss: 1.3283 Epoch 1/1... Discriminator Loss: 0.6325... Generator Loss: 1.1018 Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 1.2698 Epoch 1/1... Discriminator Loss: 0.3580... Generator Loss: 1.7813 Epoch 1/1... Discriminator Loss: 1.1619... Generator Loss: 0.6724 Epoch 1/1... Discriminator Loss: 0.4476... Generator Loss: 1.8658
Epoch 1/1... Discriminator Loss: 1.1255... Generator Loss: 0.7016 Epoch 1/1... Discriminator Loss: 1.1118... Generator Loss: 0.5431 Epoch 1/1... Discriminator Loss: 0.4533... Generator Loss: 1.7397 Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.5958 Epoch 1/1... Discriminator Loss: 0.4184... Generator Loss: 1.7528 Epoch 1/1... Discriminator Loss: 1.3194... Generator Loss: 0.4088 Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 0.7069 Epoch 1/1... Discriminator Loss: 1.4750... Generator Loss: 0.4928 Epoch 1/1... Discriminator Loss: 0.4186... Generator Loss: 1.5811 Epoch 1/1... Discriminator Loss: 0.3987... Generator Loss: 1.6175
Epoch 1/1... Discriminator Loss: 0.7314... Generator Loss: 1.1886 Epoch 1/1... Discriminator Loss: 0.5317... Generator Loss: 1.8297 Epoch 1/1... Discriminator Loss: 0.7038... Generator Loss: 1.0226 Epoch 1/1... Discriminator Loss: 0.3757... Generator Loss: 1.8559 Epoch 1/1... Discriminator Loss: 0.5788... Generator Loss: 1.3388 Epoch 1/1... Discriminator Loss: 0.2649... Generator Loss: 2.3036 Epoch 1/1... Discriminator Loss: 0.6067... Generator Loss: 1.0818 Epoch 1/1... Discriminator Loss: 0.7448... Generator Loss: 1.2250 Epoch 1/1... Discriminator Loss: 0.7570... Generator Loss: 0.9505 Epoch 1/1... Discriminator Loss: 0.3509... Generator Loss: 2.9006
Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 0.7097 Epoch 1/1... Discriminator Loss: 0.5117... Generator Loss: 1.4945 Epoch 1/1... Discriminator Loss: 0.3493... Generator Loss: 3.7649 Epoch 1/1... Discriminator Loss: 0.5662... Generator Loss: 1.5087 Epoch 1/1... Discriminator Loss: 0.5011... Generator Loss: 2.6279 Epoch 1/1... Discriminator Loss: 0.7038... Generator Loss: 1.2353 Epoch 1/1... Discriminator Loss: 0.9775... Generator Loss: 0.7308 Epoch 1/1... Discriminator Loss: 0.6614... Generator Loss: 1.3597 Epoch 1/1... Discriminator Loss: 0.5341... Generator Loss: 1.5260 Epoch 1/1... Discriminator Loss: 0.5437... Generator Loss: 1.3414
Epoch 1/1... Discriminator Loss: 0.9132... Generator Loss: 0.7782 Epoch 1/1... Discriminator Loss: 0.3471... Generator Loss: 2.1411 Epoch 1/1... Discriminator Loss: 0.5994... Generator Loss: 2.1876 Epoch 1/1... Discriminator Loss: 0.4515... Generator Loss: 1.8316 Epoch 1/1... Discriminator Loss: 0.6460... Generator Loss: 1.2638 Epoch 1/1... Discriminator Loss: 0.5345... Generator Loss: 1.8800 Epoch 1/1... Discriminator Loss: 0.7283... Generator Loss: 0.9612 Epoch 1/1... Discriminator Loss: 0.9846... Generator Loss: 1.0936 Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 0.8942 Epoch 1/1... Discriminator Loss: 0.6849... Generator Loss: 2.2048
Epoch 1/1... Discriminator Loss: 0.6575... Generator Loss: 1.3499 Epoch 1/1... Discriminator Loss: 0.8894... Generator Loss: 1.0108 Epoch 1/1... Discriminator Loss: 0.5512... Generator Loss: 1.6117 Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.6813 Epoch 1/1... Discriminator Loss: 0.6970... Generator Loss: 1.0310 Epoch 1/1... Discriminator Loss: 0.6347... Generator Loss: 1.4912 Epoch 1/1... Discriminator Loss: 0.7562... Generator Loss: 0.8509 Epoch 1/1... Discriminator Loss: 0.4791... Generator Loss: 2.1901 Epoch 1/1... Discriminator Loss: 0.4896... Generator Loss: 1.6319 Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 1.9855
Epoch 1/1... Discriminator Loss: 0.5657... Generator Loss: 1.4374 Epoch 1/1... Discriminator Loss: 0.9979... Generator Loss: 0.5967 Epoch 1/1... Discriminator Loss: 0.4596... Generator Loss: 1.5373 Epoch 1/1... Discriminator Loss: 0.8897... Generator Loss: 1.0147 Epoch 1/1... Discriminator Loss: 0.5515... Generator Loss: 1.8764 Epoch 1/1... Discriminator Loss: 0.8229... Generator Loss: 1.1156 Epoch 1/1... Discriminator Loss: 0.2949... Generator Loss: 1.9054 Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.5841 Epoch 1/1... Discriminator Loss: 0.6508... Generator Loss: 0.9423 Epoch 1/1... Discriminator Loss: 0.4356... Generator Loss: 1.8265
Epoch 1/1... Discriminator Loss: 0.3491... Generator Loss: 1.7439 Epoch 1/1... Discriminator Loss: 0.6424... Generator Loss: 1.0400 Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 1.0357 Epoch 1/1... Discriminator Loss: 0.4568... Generator Loss: 3.1480 Epoch 1/1... Discriminator Loss: 0.5910... Generator Loss: 1.4323 Epoch 1/1... Discriminator Loss: 0.8149... Generator Loss: 0.8520 Epoch 1/1... Discriminator Loss: 0.2710... Generator Loss: 2.5066 Epoch 1/1... Discriminator Loss: 1.0575... Generator Loss: 0.6526 Epoch 1/1... Discriminator Loss: 0.9719... Generator Loss: 0.6507 Epoch 1/1... Discriminator Loss: 0.3245... Generator Loss: 3.7904
Epoch 1/1... Discriminator Loss: 0.6708... Generator Loss: 1.1645 Epoch 1/1... Discriminator Loss: 0.4026... Generator Loss: 2.2921 Epoch 1/1... Discriminator Loss: 0.5002... Generator Loss: 2.2680 Epoch 1/1... Discriminator Loss: 1.1202... Generator Loss: 0.5257 Epoch 1/1... Discriminator Loss: 0.4700... Generator Loss: 2.0257 Epoch 1/1... Discriminator Loss: 0.6827... Generator Loss: 2.5178 Epoch 1/1... Discriminator Loss: 0.3462... Generator Loss: 3.5797 Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.4173 Epoch 1/1... Discriminator Loss: 0.6573... Generator Loss: 1.1014 Epoch 1/1... Discriminator Loss: 0.4776... Generator Loss: 1.5571
Epoch 1/1... Discriminator Loss: 0.6175... Generator Loss: 1.7746 Epoch 1/1... Discriminator Loss: 0.3626... Generator Loss: 3.2088 Epoch 1/1... Discriminator Loss: 1.1525... Generator Loss: 0.6255 Epoch 1/1... Discriminator Loss: 0.6588... Generator Loss: 1.2647 Epoch 1/1... Discriminator Loss: 0.4674... Generator Loss: 1.7609 Epoch 1/1... Discriminator Loss: 0.4986... Generator Loss: 1.7638 Epoch 1/1... Discriminator Loss: 0.4859... Generator Loss: 1.6177 Epoch 1/1... Discriminator Loss: 0.2781... Generator Loss: 3.0211 Epoch 1/1... Discriminator Loss: 0.3338... Generator Loss: 2.5662 Epoch 1/1... Discriminator Loss: 0.3925... Generator Loss: 1.7430
Epoch 1/1... Discriminator Loss: 0.4831... Generator Loss: 1.6624 Epoch 1/1... Discriminator Loss: 0.8172... Generator Loss: 1.2548 Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 0.7225 Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 1.9601 Epoch 1/1... Discriminator Loss: 0.9848... Generator Loss: 0.7393 Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 1.4365 Epoch 1/1... Discriminator Loss: 0.5241... Generator Loss: 1.1581 Epoch 1/1... Discriminator Loss: 0.3186... Generator Loss: 3.3747 Epoch 1/1... Discriminator Loss: 0.4335... Generator Loss: 2.3333 Epoch 1/1... Discriminator Loss: 0.3925... Generator Loss: 3.8072
Epoch 1/1... Discriminator Loss: 0.3344... Generator Loss: 1.9365 Epoch 1/1... Discriminator Loss: 0.3326... Generator Loss: 2.5030 Epoch 1/1... Discriminator Loss: 0.7274... Generator Loss: 1.1056 Epoch 1/1... Discriminator Loss: 0.5822... Generator Loss: 2.2777 Epoch 1/1... Discriminator Loss: 0.7503... Generator Loss: 0.9667 Epoch 1/1... Discriminator Loss: 0.4839... Generator Loss: 1.9930 Epoch 1/1... Discriminator Loss: 0.7959... Generator Loss: 0.9725 Epoch 1/1... Discriminator Loss: 0.5647... Generator Loss: 1.9830 Epoch 1/1... Discriminator Loss: 0.5865... Generator Loss: 1.3031 Epoch 1/1... Discriminator Loss: 0.5869... Generator Loss: 1.1713
Epoch 1/1... Discriminator Loss: 0.6969... Generator Loss: 1.1062 Epoch 1/1... Discriminator Loss: 0.5542... Generator Loss: 2.0456 Epoch 1/1... Discriminator Loss: 1.0858... Generator Loss: 0.5447 Epoch 1/1... Discriminator Loss: 0.5753... Generator Loss: 1.8237 Epoch 1/1... Discriminator Loss: 0.2752... Generator Loss: 3.2035 Epoch 1/1... Discriminator Loss: 0.3190... Generator Loss: 2.3645 Epoch 1/1... Discriminator Loss: 0.6230... Generator Loss: 1.2397 Epoch 1/1... Discriminator Loss: 0.4500... Generator Loss: 2.2733 Epoch 1/1... Discriminator Loss: 0.9742... Generator Loss: 0.6934 Epoch 1/1... Discriminator Loss: 1.0102... Generator Loss: 0.6341
Epoch 1/1... Discriminator Loss: 0.9203... Generator Loss: 0.9826 Epoch 1/1... Discriminator Loss: 0.4214... Generator Loss: 1.5912 Epoch 1/1... Discriminator Loss: 0.7163... Generator Loss: 0.8951 Epoch 1/1... Discriminator Loss: 0.6020... Generator Loss: 1.0095 Epoch 1/1... Discriminator Loss: 0.9684... Generator Loss: 0.7248 Epoch 1/1... Discriminator Loss: 1.2263... Generator Loss: 0.5101 Epoch 1/1... Discriminator Loss: 0.5370... Generator Loss: 1.2050 Epoch 1/1... Discriminator Loss: 0.4637... Generator Loss: 1.4564 Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 0.8695 Epoch 1/1... Discriminator Loss: 0.4613... Generator Loss: 2.9975
Epoch 1/1... Discriminator Loss: 0.7070... Generator Loss: 1.4943 Epoch 1/1... Discriminator Loss: 0.9853... Generator Loss: 0.6821 Epoch 1/1... Discriminator Loss: 0.4603... Generator Loss: 2.7733 Epoch 1/1... Discriminator Loss: 0.4123... Generator Loss: 1.6505 Epoch 1/1... Discriminator Loss: 0.4320... Generator Loss: 2.1597 Epoch 1/1... Discriminator Loss: 1.0182... Generator Loss: 0.5669 Epoch 1/1... Discriminator Loss: 0.5373... Generator Loss: 1.1947 Epoch 1/1... Discriminator Loss: 0.7405... Generator Loss: 1.0106 Epoch 1/1... Discriminator Loss: 1.2690... Generator Loss: 0.5118 Epoch 1/1... Discriminator Loss: 0.5347... Generator Loss: 1.8104
Epoch 1/1... Discriminator Loss: 0.5419... Generator Loss: 1.4733 Epoch 1/1... Discriminator Loss: 0.5406... Generator Loss: 1.3202 Epoch 1/1... Discriminator Loss: 0.5137... Generator Loss: 1.3738 Epoch 1/1... Discriminator Loss: 0.6106... Generator Loss: 1.1519 Epoch 1/1... Discriminator Loss: 0.5495... Generator Loss: 2.7063 Epoch 1/1... Discriminator Loss: 0.5372... Generator Loss: 2.0187 Epoch 1/1... Discriminator Loss: 1.0782... Generator Loss: 0.5352 Epoch 1/1... Discriminator Loss: 0.3591... Generator Loss: 2.0549 Epoch 1/1... Discriminator Loss: 0.4364... Generator Loss: 2.0293 Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 2.0662
Epoch 1/1... Discriminator Loss: 0.3416... Generator Loss: 1.8714 Epoch 1/1... Discriminator Loss: 0.3443... Generator Loss: 1.8031 Epoch 1/1... Discriminator Loss: 0.6375... Generator Loss: 1.4680 Epoch 1/1... Discriminator Loss: 0.8100... Generator Loss: 1.0607 Epoch 1/1... Discriminator Loss: 0.4993... Generator Loss: 1.6926 Epoch 1/1... Discriminator Loss: 0.8339... Generator Loss: 0.8721 Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 0.8470 Epoch 1/1... Discriminator Loss: 1.1739... Generator Loss: 0.5169 Epoch 1/1... Discriminator Loss: 0.8377... Generator Loss: 0.9808 Epoch 1/1... Discriminator Loss: 0.7401... Generator Loss: 0.8393
Epoch 1/1... Discriminator Loss: 0.6151... Generator Loss: 1.3487 Epoch 1/1... Discriminator Loss: 0.8630... Generator Loss: 0.8367 Epoch 1/1... Discriminator Loss: 0.6247... Generator Loss: 1.5775 Epoch 1/1... Discriminator Loss: 0.6444... Generator Loss: 1.0661 Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.5452 Epoch 1/1... Discriminator Loss: 0.3734... Generator Loss: 2.0279 Epoch 1/1... Discriminator Loss: 0.8236... Generator Loss: 0.8325 Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 0.7982 Epoch 1/1... Discriminator Loss: 0.9460... Generator Loss: 0.7574 Epoch 1/1... Discriminator Loss: 1.2396... Generator Loss: 0.6549
Epoch 1/1... Discriminator Loss: 0.7302... Generator Loss: 1.0506 Epoch 1/1... Discriminator Loss: 0.9720... Generator Loss: 0.7185 Epoch 1/1... Discriminator Loss: 0.7177... Generator Loss: 1.2546 Epoch 1/1... Discriminator Loss: 0.8017... Generator Loss: 1.0583 Epoch 1/1... Discriminator Loss: 1.0070... Generator Loss: 0.7442 Epoch 1/1... Discriminator Loss: 0.5417... Generator Loss: 1.3074 Epoch 1/1... Discriminator Loss: 0.6831... Generator Loss: 1.3328 Epoch 1/1... Discriminator Loss: 1.2718... Generator Loss: 0.4684 Epoch 1/1... Discriminator Loss: 0.7323... Generator Loss: 0.9514 Epoch 1/1... Discriminator Loss: 0.8589... Generator Loss: 0.9786
Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 0.6651 Epoch 1/1... Discriminator Loss: 1.0173... Generator Loss: 0.7206 Epoch 1/1... Discriminator Loss: 0.3827... Generator Loss: 2.7556 Epoch 1/1... Discriminator Loss: 0.3873... Generator Loss: 1.7182 Epoch 1/1... Discriminator Loss: 1.2804... Generator Loss: 0.5568 Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 1.4940 Epoch 1/1... Discriminator Loss: 0.5490... Generator Loss: 1.8429 Epoch 1/1... Discriminator Loss: 0.5475... Generator Loss: 1.4396 Epoch 1/1... Discriminator Loss: 0.6188... Generator Loss: 1.6473 Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.4343
Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 0.8389 Epoch 1/1... Discriminator Loss: 0.4264... Generator Loss: 1.8027 Epoch 1/1... Discriminator Loss: 0.2781... Generator Loss: 3.1549 Epoch 1/1... Discriminator Loss: 1.2718... Generator Loss: 0.4733 Epoch 1/1... Discriminator Loss: 0.4070... Generator Loss: 2.6654 Epoch 1/1... Discriminator Loss: 0.7993... Generator Loss: 0.9379 Epoch 1/1... Discriminator Loss: 0.4055... Generator Loss: 2.9083 Epoch 1/1... Discriminator Loss: 0.2969... Generator Loss: 2.5689 Epoch 1/1... Discriminator Loss: 0.4205... Generator Loss: 2.0185 Epoch 1/1... Discriminator Loss: 0.4595... Generator Loss: 2.2889
Epoch 1/1... Discriminator Loss: 0.5965... Generator Loss: 1.4527 Epoch 1/1... Discriminator Loss: 0.5018... Generator Loss: 1.8535 Epoch 1/1... Discriminator Loss: 1.0456... Generator Loss: 0.5508 Epoch 1/1... Discriminator Loss: 0.3629... Generator Loss: 2.3388 Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.4719 Epoch 1/1... Discriminator Loss: 0.5581... Generator Loss: 1.6560 Epoch 1/1... Discriminator Loss: 0.6215... Generator Loss: 1.2091 Epoch 1/1... Discriminator Loss: 0.5927... Generator Loss: 1.1244 Epoch 1/1... Discriminator Loss: 0.5086... Generator Loss: 1.6190 Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 0.7665
Epoch 1/1... Discriminator Loss: 0.4234... Generator Loss: 1.8213 Epoch 1/1... Discriminator Loss: 1.2066... Generator Loss: 0.5316 Epoch 1/1... Discriminator Loss: 0.3692... Generator Loss: 1.8926 Epoch 1/1... Discriminator Loss: 0.9621... Generator Loss: 0.7260 Epoch 1/1... Discriminator Loss: 0.7202... Generator Loss: 1.0222 Epoch 1/1... Discriminator Loss: 0.6483... Generator Loss: 1.4773 Epoch 1/1... Discriminator Loss: 0.4691... Generator Loss: 2.3394 Epoch 1/1... Discriminator Loss: 1.2442... Generator Loss: 0.5235 Epoch 1/1... Discriminator Loss: 0.8703... Generator Loss: 0.8065 Epoch 1/1... Discriminator Loss: 0.3935... Generator Loss: 1.9244
Epoch 1/1... Discriminator Loss: 0.8654... Generator Loss: 0.8414 Epoch 1/1... Discriminator Loss: 0.6974... Generator Loss: 1.3331 Epoch 1/1... Discriminator Loss: 0.9315... Generator Loss: 0.7080 Epoch 1/1... Discriminator Loss: 0.8205... Generator Loss: 1.6092 Epoch 1/1... Discriminator Loss: 1.2333... Generator Loss: 0.4670 Epoch 1/1... Discriminator Loss: 0.9776... Generator Loss: 0.7767 Epoch 1/1... Discriminator Loss: 1.1689... Generator Loss: 0.6267 Epoch 1/1... Discriminator Loss: 1.0700... Generator Loss: 0.7439 Epoch 1/1... Discriminator Loss: 0.8617... Generator Loss: 0.8627 Epoch 1/1... Discriminator Loss: 0.5579... Generator Loss: 4.0208
Epoch 1/1... Discriminator Loss: 0.2743... Generator Loss: 2.4403 Epoch 1/1... Discriminator Loss: 1.1981... Generator Loss: 0.5116 Epoch 1/1... Discriminator Loss: 0.7555... Generator Loss: 1.0627 Epoch 1/1... Discriminator Loss: 0.4344... Generator Loss: 2.0002 Epoch 1/1... Discriminator Loss: 0.4402... Generator Loss: 2.3171 Epoch 1/1... Discriminator Loss: 0.9842... Generator Loss: 0.7857 Epoch 1/1... Discriminator Loss: 0.3586... Generator Loss: 2.1613 Epoch 1/1... Discriminator Loss: 0.2978... Generator Loss: 1.9469 Epoch 1/1... Discriminator Loss: 0.6153... Generator Loss: 1.6896 Epoch 1/1... Discriminator Loss: 1.0095... Generator Loss: 0.7145
Epoch 1/1... Discriminator Loss: 0.8788... Generator Loss: 0.9597 Epoch 1/1... Discriminator Loss: 0.7264... Generator Loss: 0.9387 Epoch 1/1... Discriminator Loss: 0.7757... Generator Loss: 1.0099 Epoch 1/1... Discriminator Loss: 0.8621... Generator Loss: 1.2439 Epoch 1/1... Discriminator Loss: 1.2062... Generator Loss: 0.5842 Epoch 1/1... Discriminator Loss: 0.7770... Generator Loss: 0.9993 Epoch 1/1... Discriminator Loss: 0.3665... Generator Loss: 3.0003 Epoch 1/1... Discriminator Loss: 0.6494... Generator Loss: 1.6694 Epoch 1/1... Discriminator Loss: 0.7898... Generator Loss: 0.9192 Epoch 1/1... Discriminator Loss: 1.0004... Generator Loss: 0.5654
Epoch 1/1... Discriminator Loss: 0.4224... Generator Loss: 2.6145 Epoch 1/1... Discriminator Loss: 0.3791... Generator Loss: 1.6242 Epoch 1/1... Discriminator Loss: 0.4282... Generator Loss: 1.5156 Epoch 1/1... Discriminator Loss: 0.5103... Generator Loss: 1.3373 Epoch 1/1... Discriminator Loss: 0.3929... Generator Loss: 2.0417 Epoch 1/1... Discriminator Loss: 0.9652... Generator Loss: 0.8928 Epoch 1/1... Discriminator Loss: 0.5711... Generator Loss: 1.7412 Epoch 1/1... Discriminator Loss: 0.7532... Generator Loss: 1.0772 Epoch 1/1... Discriminator Loss: 0.5340... Generator Loss: 2.3528 Epoch 1/1... Discriminator Loss: 0.7479... Generator Loss: 0.9663
Epoch 1/1... Discriminator Loss: 0.4505... Generator Loss: 1.7544 Epoch 1/1... Discriminator Loss: 0.4130... Generator Loss: 2.6843 Epoch 1/1... Discriminator Loss: 0.5748... Generator Loss: 1.3775 Epoch 1/1... Discriminator Loss: 0.7638... Generator Loss: 1.1239 Epoch 1/1... Discriminator Loss: 0.5341... Generator Loss: 1.4943 Epoch 1/1... Discriminator Loss: 0.9936... Generator Loss: 2.1725 Epoch 1/1... Discriminator Loss: 0.4041... Generator Loss: 1.7274 Epoch 1/1... Discriminator Loss: 0.4015... Generator Loss: 3.1225 Epoch 1/1... Discriminator Loss: 0.3014... Generator Loss: 3.0106 Epoch 1/1... Discriminator Loss: 0.3930... Generator Loss: 2.2589
Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 2.7563 Epoch 1/1... Discriminator Loss: 0.9325... Generator Loss: 0.8318 Epoch 1/1... Discriminator Loss: 1.0793... Generator Loss: 0.7365 Epoch 1/1... Discriminator Loss: 0.7410... Generator Loss: 1.0270 Epoch 1/1... Discriminator Loss: 0.8662... Generator Loss: 0.7026 Epoch 1/1... Discriminator Loss: 0.5160... Generator Loss: 1.8293 Epoch 1/1... Discriminator Loss: 0.4810... Generator Loss: 1.6767 Epoch 1/1... Discriminator Loss: 1.4694... Generator Loss: 0.4172 Epoch 1/1... Discriminator Loss: 0.6662... Generator Loss: 1.0784 Epoch 1/1... Discriminator Loss: 0.7057... Generator Loss: 1.2633
Epoch 1/1... Discriminator Loss: 0.5640... Generator Loss: 1.5945 Epoch 1/1... Discriminator Loss: 0.3312... Generator Loss: 2.4612 Epoch 1/1... Discriminator Loss: 0.5377... Generator Loss: 1.4309 Epoch 1/1... Discriminator Loss: 0.4806... Generator Loss: 1.2601 Epoch 1/1... Discriminator Loss: 0.8792... Generator Loss: 0.8235 Epoch 1/1... Discriminator Loss: 0.6672... Generator Loss: 1.0669 Epoch 1/1... Discriminator Loss: 0.9735... Generator Loss: 0.6572 Epoch 1/1... Discriminator Loss: 0.3620... Generator Loss: 1.9875 Epoch 1/1... Discriminator Loss: 0.4311... Generator Loss: 1.8618 Epoch 1/1... Discriminator Loss: 0.7320... Generator Loss: 0.9711
Epoch 1/1... Discriminator Loss: 0.8911... Generator Loss: 0.7411 Epoch 1/1... Discriminator Loss: 0.7265... Generator Loss: 1.3208 Epoch 1/1... Discriminator Loss: 1.3093... Generator Loss: 0.4747 Epoch 1/1... Discriminator Loss: 0.5370... Generator Loss: 2.0402 Epoch 1/1... Discriminator Loss: 0.5329... Generator Loss: 1.4453 Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 1.2322 Epoch 1/1... Discriminator Loss: 0.4228... Generator Loss: 3.6641 Epoch 1/1... Discriminator Loss: 0.6370... Generator Loss: 1.3250 Epoch 1/1... Discriminator Loss: 0.4090... Generator Loss: 3.0039 Epoch 1/1... Discriminator Loss: 0.4412... Generator Loss: 1.9681
Epoch 1/1... Discriminator Loss: 0.5742... Generator Loss: 1.5588 Epoch 1/1... Discriminator Loss: 0.3609... Generator Loss: 1.9870 Epoch 1/1... Discriminator Loss: 0.4298... Generator Loss: 2.0484 Epoch 1/1... Discriminator Loss: 0.4182... Generator Loss: 2.0276 Epoch 1/1... Discriminator Loss: 0.6160... Generator Loss: 1.4072 Epoch 1/1... Discriminator Loss: 1.2535... Generator Loss: 0.4369 Epoch 1/1... Discriminator Loss: 0.5850... Generator Loss: 1.6874 Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 1.3349 Epoch 1/1... Discriminator Loss: 1.0897... Generator Loss: 0.8186 Epoch 1/1... Discriminator Loss: 0.5225... Generator Loss: 1.3011
Epoch 1/1... Discriminator Loss: 0.4929... Generator Loss: 2.1169 Epoch 1/1... Discriminator Loss: 1.0094... Generator Loss: 0.6591 Epoch 1/1... Discriminator Loss: 1.0604... Generator Loss: 0.6591 Epoch 1/1... Discriminator Loss: 0.9387... Generator Loss: 0.6795 Epoch 1/1... Discriminator Loss: 1.0262... Generator Loss: 0.7437 Epoch 1/1... Discriminator Loss: 1.0383... Generator Loss: 0.6828 Epoch 1/1... Discriminator Loss: 1.0856... Generator Loss: 0.8579 Epoch 1/1... Discriminator Loss: 0.7121... Generator Loss: 1.1173 Epoch 1/1... Discriminator Loss: 0.7951... Generator Loss: 0.9120 Epoch 1/1... Discriminator Loss: 1.0840... Generator Loss: 0.6714
Epoch 1/1... Discriminator Loss: 0.6440... Generator Loss: 1.5164 Epoch 1/1... Discriminator Loss: 1.1741... Generator Loss: 0.7078 Epoch 1/1... Discriminator Loss: 0.6677... Generator Loss: 1.7123 Epoch 1/1... Discriminator Loss: 0.7864... Generator Loss: 1.2760 Epoch 1/1... Discriminator Loss: 0.9381... Generator Loss: 0.7211 Epoch 1/1... Discriminator Loss: 0.4400... Generator Loss: 1.5620 Epoch 1/1... Discriminator Loss: 0.7138... Generator Loss: 1.1454 Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 0.8789 Epoch 1/1... Discriminator Loss: 0.5705... Generator Loss: 2.0195 Epoch 1/1... Discriminator Loss: 0.6248... Generator Loss: 1.3425
Epoch 1/1... Discriminator Loss: 0.9269... Generator Loss: 0.7539 Epoch 1/1... Discriminator Loss: 0.6558... Generator Loss: 1.3141 Epoch 1/1... Discriminator Loss: 0.7934... Generator Loss: 1.2101 Epoch 1/1... Discriminator Loss: 0.4966... Generator Loss: 2.2706 Epoch 1/1... Discriminator Loss: 0.2988... Generator Loss: 2.3464 Epoch 1/1... Discriminator Loss: 0.8709... Generator Loss: 1.0290 Epoch 1/1... Discriminator Loss: 0.5062... Generator Loss: 2.2434 Epoch 1/1... Discriminator Loss: 0.4013... Generator Loss: 1.4985 Epoch 1/1... Discriminator Loss: 1.1713... Generator Loss: 0.6582 Epoch 1/1... Discriminator Loss: 0.5524... Generator Loss: 1.5332
Epoch 1/1... Discriminator Loss: 0.7701... Generator Loss: 1.2384 Epoch 1/1... Discriminator Loss: 0.4480... Generator Loss: 1.5327 Epoch 1/1... Discriminator Loss: 0.8001... Generator Loss: 1.1421 Epoch 1/1... Discriminator Loss: 1.2453... Generator Loss: 0.5338 Epoch 1/1... Discriminator Loss: 0.6274... Generator Loss: 1.3902 Epoch 1/1... Discriminator Loss: 0.3601... Generator Loss: 2.0632 Epoch 1/1... Discriminator Loss: 0.4958... Generator Loss: 1.4048 Epoch 1/1... Discriminator Loss: 1.1255... Generator Loss: 0.6079 Epoch 1/1... Discriminator Loss: 1.1745... Generator Loss: 0.6079 Epoch 1/1... Discriminator Loss: 0.9273... Generator Loss: 0.9305
Epoch 1/1... Discriminator Loss: 0.2685... Generator Loss: 2.5114 Epoch 1/1... Discriminator Loss: 1.1180... Generator Loss: 0.6198 Epoch 1/1... Discriminator Loss: 0.9371... Generator Loss: 0.9011 Epoch 1/1... Discriminator Loss: 1.1135... Generator Loss: 0.6326 Epoch 1/1... Discriminator Loss: 0.6995... Generator Loss: 1.2290 Epoch 1/1... Discriminator Loss: 0.5103... Generator Loss: 1.6368 Epoch 1/1... Discriminator Loss: 0.6433... Generator Loss: 1.2482 Epoch 1/1... Discriminator Loss: 0.6818... Generator Loss: 1.3224 Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.4117 Epoch 1/1... Discriminator Loss: 0.8904... Generator Loss: 0.7777
Epoch 1/1... Discriminator Loss: 0.9482... Generator Loss: 0.7810 Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 0.6983 Epoch 1/1... Discriminator Loss: 0.6423... Generator Loss: 1.7064 Epoch 1/1... Discriminator Loss: 1.0812... Generator Loss: 0.5266 Epoch 1/1... Discriminator Loss: 0.2954... Generator Loss: 3.2815 Epoch 1/1... Discriminator Loss: 0.5177... Generator Loss: 1.4422 Epoch 1/1... Discriminator Loss: 0.6878... Generator Loss: 1.0148 Epoch 1/1... Discriminator Loss: 0.7993... Generator Loss: 1.0825 Epoch 1/1... Discriminator Loss: 0.6610... Generator Loss: 1.2333 Epoch 1/1... Discriminator Loss: 1.0363... Generator Loss: 0.6558
Epoch 1/1... Discriminator Loss: 0.8825... Generator Loss: 0.8700 Epoch 1/1... Discriminator Loss: 0.9871... Generator Loss: 0.6934 Epoch 1/1... Discriminator Loss: 0.7825... Generator Loss: 1.0442 Epoch 1/1... Discriminator Loss: 0.6860... Generator Loss: 1.1472 Epoch 1/1... Discriminator Loss: 1.1697... Generator Loss: 0.7201 Epoch 1/1... Discriminator Loss: 0.4998... Generator Loss: 1.9309 Epoch 1/1... Discriminator Loss: 0.5608... Generator Loss: 1.7136 Epoch 1/1... Discriminator Loss: 0.3756... Generator Loss: 2.4091 Epoch 1/1... Discriminator Loss: 0.3491... Generator Loss: 1.8478 Epoch 1/1... Discriminator Loss: 0.4746... Generator Loss: 1.5941
Epoch 1/1... Discriminator Loss: 0.6092... Generator Loss: 1.4127 Epoch 1/1... Discriminator Loss: 0.6058... Generator Loss: 1.3336 Epoch 1/1... Discriminator Loss: 0.4323... Generator Loss: 2.3126 Epoch 1/1... Discriminator Loss: 0.7232... Generator Loss: 1.1794 Epoch 1/1... Discriminator Loss: 0.3834... Generator Loss: 1.7570 Epoch 1/1... Discriminator Loss: 0.6238... Generator Loss: 1.0502 Epoch 1/1... Discriminator Loss: 0.4271... Generator Loss: 1.6881 Epoch 1/1... Discriminator Loss: 0.8248... Generator Loss: 0.8928 Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 0.4135 Epoch 1/1... Discriminator Loss: 0.5976... Generator Loss: 1.4303
Epoch 1/1... Discriminator Loss: 0.8766... Generator Loss: 0.7094 Epoch 1/1... Discriminator Loss: 0.5951... Generator Loss: 1.1918 Epoch 1/1... Discriminator Loss: 0.9939... Generator Loss: 0.6531 Epoch 1/1... Discriminator Loss: 1.2127... Generator Loss: 0.5281 Epoch 1/1... Discriminator Loss: 0.5316... Generator Loss: 1.7017 Epoch 1/1... Discriminator Loss: 0.8947... Generator Loss: 0.7754 Epoch 1/1... Discriminator Loss: 1.1758... Generator Loss: 0.5902 Epoch 1/1... Discriminator Loss: 0.1989... Generator Loss: 3.1783 Epoch 1/1... Discriminator Loss: 1.0414... Generator Loss: 0.7573 Epoch 1/1... Discriminator Loss: 0.8748... Generator Loss: 0.9749
Epoch 1/1... Discriminator Loss: 1.4186... Generator Loss: 0.3725 Epoch 1/1... Discriminator Loss: 1.2014... Generator Loss: 0.5825 Epoch 1/1... Discriminator Loss: 1.1916... Generator Loss: 0.6152 Epoch 1/1... Discriminator Loss: 0.5237... Generator Loss: 1.4650 Epoch 1/1... Discriminator Loss: 0.3695... Generator Loss: 1.9802 Epoch 1/1... Discriminator Loss: 1.1327... Generator Loss: 0.5581 Epoch 1/1... Discriminator Loss: 1.0066... Generator Loss: 1.0003 Epoch 1/1... Discriminator Loss: 0.6260... Generator Loss: 1.3073 Epoch 1/1... Discriminator Loss: 0.4605... Generator Loss: 1.6935 Epoch 1/1... Discriminator Loss: 0.4973... Generator Loss: 1.5601
Epoch 1/1... Discriminator Loss: 0.8620... Generator Loss: 1.0080 Epoch 1/1... Discriminator Loss: 0.9906... Generator Loss: 0.7787 Epoch 1/1... Discriminator Loss: 0.7737... Generator Loss: 1.0408 Epoch 1/1... Discriminator Loss: 0.5781... Generator Loss: 2.0004 Epoch 1/1... Discriminator Loss: 1.0384... Generator Loss: 0.7706 Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.5651 Epoch 1/1... Discriminator Loss: 0.4386... Generator Loss: 1.5328 Epoch 1/1... Discriminator Loss: 1.0748... Generator Loss: 0.6209 Epoch 1/1... Discriminator Loss: 0.6244... Generator Loss: 1.1369 Epoch 1/1... Discriminator Loss: 0.5646... Generator Loss: 1.3995
Epoch 1/1... Discriminator Loss: 0.7123... Generator Loss: 1.1114 Epoch 1/1... Discriminator Loss: 0.7280... Generator Loss: 1.4485 Epoch 1/1... Discriminator Loss: 1.3666... Generator Loss: 0.4890 Epoch 1/1... Discriminator Loss: 0.8314... Generator Loss: 0.8735 Epoch 1/1... Discriminator Loss: 0.9550... Generator Loss: 0.8565 Epoch 1/1... Discriminator Loss: 1.1448... Generator Loss: 0.6988 Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.6197 Epoch 1/1... Discriminator Loss: 0.5760... Generator Loss: 1.2068 Epoch 1/1... Discriminator Loss: 1.1964... Generator Loss: 0.7090 Epoch 1/1... Discriminator Loss: 0.6817... Generator Loss: 0.9134
Epoch 1/1... Discriminator Loss: 0.4964... Generator Loss: 1.7712 Epoch 1/1... Discriminator Loss: 0.9598... Generator Loss: 0.7108 Epoch 1/1... Discriminator Loss: 0.9409... Generator Loss: 0.7703 Epoch 1/1... Discriminator Loss: 1.3859... Generator Loss: 0.5213 Epoch 1/1... Discriminator Loss: 0.5327... Generator Loss: 1.2679 Epoch 1/1... Discriminator Loss: 0.4285... Generator Loss: 2.0207 Epoch 1/1... Discriminator Loss: 0.5238... Generator Loss: 1.2730 Epoch 1/1... Discriminator Loss: 0.5916... Generator Loss: 1.3640 Epoch 1/1... Discriminator Loss: 0.8812... Generator Loss: 0.8286 Epoch 1/1... Discriminator Loss: 0.8372... Generator Loss: 0.8073
Epoch 1/1... Discriminator Loss: 0.6767... Generator Loss: 1.0728 Epoch 1/1... Discriminator Loss: 0.8267... Generator Loss: 1.0618 Epoch 1/1... Discriminator Loss: 1.2946... Generator Loss: 0.4433 Epoch 1/1... Discriminator Loss: 0.9360... Generator Loss: 0.7901 Epoch 1/1... Discriminator Loss: 0.4337... Generator Loss: 2.4726 Epoch 1/1... Discriminator Loss: 1.0563... Generator Loss: 0.8538 Epoch 1/1... Discriminator Loss: 0.7264... Generator Loss: 0.9961 Epoch 1/1... Discriminator Loss: 0.4447... Generator Loss: 1.5792 Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 0.8935 Epoch 1/1... Discriminator Loss: 0.3820... Generator Loss: 2.1806
Epoch 1/1... Discriminator Loss: 0.3691... Generator Loss: 3.5604 Epoch 1/1... Discriminator Loss: 0.5138... Generator Loss: 1.6979 Epoch 1/1... Discriminator Loss: 0.8352... Generator Loss: 1.0206 Epoch 1/1... Discriminator Loss: 0.6085... Generator Loss: 1.1716 Epoch 1/1... Discriminator Loss: 1.2515... Generator Loss: 0.5780 Epoch 1/1... Discriminator Loss: 0.7635... Generator Loss: 1.0101 Epoch 1/1... Discriminator Loss: 0.7719... Generator Loss: 1.0508 Epoch 1/1... Discriminator Loss: 0.5289... Generator Loss: 1.6357 Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 1.9363 Epoch 1/1... Discriminator Loss: 0.3198... Generator Loss: 2.4444
Epoch 1/1... Discriminator Loss: 0.3505... Generator Loss: 1.8497 Epoch 1/1... Discriminator Loss: 0.3480... Generator Loss: 2.4615 Epoch 1/1... Discriminator Loss: 0.5710... Generator Loss: 1.4395 Epoch 1/1... Discriminator Loss: 1.0238... Generator Loss: 0.5996 Epoch 1/1... Discriminator Loss: 0.8213... Generator Loss: 0.8270 Epoch 1/1... Discriminator Loss: 0.2508... Generator Loss: 3.0276 Epoch 1/1... Discriminator Loss: 0.8467... Generator Loss: 0.8727 Epoch 1/1... Discriminator Loss: 0.4777... Generator Loss: 1.5281 Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 0.5326 Epoch 1/1... Discriminator Loss: 0.2830... Generator Loss: 2.1802
Epoch 1/1... Discriminator Loss: 0.8388... Generator Loss: 0.8012 Epoch 1/1... Discriminator Loss: 1.1084... Generator Loss: 0.5974 Epoch 1/1... Discriminator Loss: 0.7010... Generator Loss: 1.2204 Epoch 1/1... Discriminator Loss: 0.7189... Generator Loss: 1.0659 Epoch 1/1... Discriminator Loss: 0.4957... Generator Loss: 1.6198 Epoch 1/1... Discriminator Loss: 0.4479... Generator Loss: 1.6435 Epoch 1/1... Discriminator Loss: 0.7668... Generator Loss: 1.4604 Epoch 1/1... Discriminator Loss: 1.1362... Generator Loss: 0.5761 Epoch 1/1... Discriminator Loss: 0.4021... Generator Loss: 3.6699 Epoch 1/1... Discriminator Loss: 0.5399... Generator Loss: 1.4159
Epoch 1/1... Discriminator Loss: 1.0061... Generator Loss: 1.2539 Epoch 1/1... Discriminator Loss: 1.2734... Generator Loss: 0.4158 Epoch 1/1... Discriminator Loss: 0.9998... Generator Loss: 0.6497 Epoch 1/1... Discriminator Loss: 0.4652... Generator Loss: 1.5660 Epoch 1/1... Discriminator Loss: 0.3556... Generator Loss: 1.9502 Epoch 1/1... Discriminator Loss: 0.6697... Generator Loss: 1.1223 Epoch 1/1... Discriminator Loss: 0.6733... Generator Loss: 1.0861 Epoch 1/1... Discriminator Loss: 0.7396... Generator Loss: 1.0253 Epoch 1/1... Discriminator Loss: 1.2266... Generator Loss: 0.5732 Epoch 1/1... Discriminator Loss: 1.0422... Generator Loss: 0.7675
Epoch 1/1... Discriminator Loss: 0.9136... Generator Loss: 1.1028 Epoch 1/1... Discriminator Loss: 0.3137... Generator Loss: 2.4974 Epoch 1/1... Discriminator Loss: 0.4634... Generator Loss: 1.7443 Epoch 1/1... Discriminator Loss: 0.3578... Generator Loss: 2.2572 Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 0.7985 Epoch 1/1... Discriminator Loss: 0.3976... Generator Loss: 1.8381 Epoch 1/1... Discriminator Loss: 0.4327... Generator Loss: 1.3565 Epoch 1/1... Discriminator Loss: 1.0426... Generator Loss: 0.7787 Epoch 1/1... Discriminator Loss: 0.5654... Generator Loss: 1.4281 Epoch 1/1... Discriminator Loss: 0.5497... Generator Loss: 1.5551
Epoch 1/1... Discriminator Loss: 0.4833... Generator Loss: 2.9379 Epoch 1/1... Discriminator Loss: 0.6444... Generator Loss: 1.2004 Epoch 1/1... Discriminator Loss: 0.4502... Generator Loss: 1.6568 Epoch 1/1... Discriminator Loss: 0.8231... Generator Loss: 1.0051 Epoch 1/1... Discriminator Loss: 1.5050... Generator Loss: 0.4345 Epoch 1/1... Discriminator Loss: 0.3951... Generator Loss: 2.3868 Epoch 1/1... Discriminator Loss: 0.3246... Generator Loss: 2.8610 Epoch 1/1... Discriminator Loss: 1.1746... Generator Loss: 0.5174 Epoch 1/1... Discriminator Loss: 0.9898... Generator Loss: 0.6758 Epoch 1/1... Discriminator Loss: 0.7677... Generator Loss: 0.9401
Epoch 1/1... Discriminator Loss: 1.0753... Generator Loss: 0.5956 Epoch 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.4375 Epoch 1/1... Discriminator Loss: 0.8919... Generator Loss: 0.8163 Epoch 1/1... Discriminator Loss: 0.4304... Generator Loss: 2.7181 Epoch 1/1... Discriminator Loss: 0.3705... Generator Loss: 2.3784 Epoch 1/1... Discriminator Loss: 1.0214... Generator Loss: 0.6495 Epoch 1/1... Discriminator Loss: 0.9582... Generator Loss: 0.7097 Epoch 1/1... Discriminator Loss: 0.4343... Generator Loss: 1.8902 Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 1.6737 Epoch 1/1... Discriminator Loss: 0.6792... Generator Loss: 1.4666
Epoch 1/1... Discriminator Loss: 0.4287... Generator Loss: 1.8145 Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 0.8279 Epoch 1/1... Discriminator Loss: 0.8029... Generator Loss: 0.8355 Epoch 1/1... Discriminator Loss: 0.2909... Generator Loss: 3.1664 Epoch 1/1... Discriminator Loss: 0.7818... Generator Loss: 0.8699 Epoch 1/1... Discriminator Loss: 0.5929... Generator Loss: 2.1390 Epoch 1/1... Discriminator Loss: 1.0418... Generator Loss: 0.6294 Epoch 1/1... Discriminator Loss: 0.4921... Generator Loss: 1.9105 Epoch 1/1... Discriminator Loss: 0.2898... Generator Loss: 2.5639 Epoch 1/1... Discriminator Loss: 0.4703... Generator Loss: 1.7489
Epoch 1/1... Discriminator Loss: 0.7246... Generator Loss: 1.0168 Epoch 1/1... Discriminator Loss: 1.1880... Generator Loss: 0.5430 Epoch 1/1... Discriminator Loss: 1.1699... Generator Loss: 0.5756 Epoch 1/1... Discriminator Loss: 0.2383... Generator Loss: 3.3746 Epoch 1/1... Discriminator Loss: 1.2505... Generator Loss: 0.5126 Epoch 1/1... Discriminator Loss: 0.5429... Generator Loss: 1.2283 Epoch 1/1... Discriminator Loss: 0.5217... Generator Loss: 1.6132 Epoch 1/1... Discriminator Loss: 1.0930... Generator Loss: 0.6308 Epoch 1/1... Discriminator Loss: 0.3860... Generator Loss: 1.9649 Epoch 1/1... Discriminator Loss: 0.6756... Generator Loss: 1.2669
Epoch 1/1... Discriminator Loss: 1.0265... Generator Loss: 0.7601 Epoch 1/1... Discriminator Loss: 0.7017... Generator Loss: 1.1297 Epoch 1/1... Discriminator Loss: 0.5900... Generator Loss: 1.6081 Epoch 1/1... Discriminator Loss: 0.5558... Generator Loss: 1.4318 Epoch 1/1... Discriminator Loss: 0.9292... Generator Loss: 0.7791 Epoch 1/1... Discriminator Loss: 0.4694... Generator Loss: 1.9395 Epoch 1/1... Discriminator Loss: 0.7200... Generator Loss: 0.9559 Epoch 1/1... Discriminator Loss: 0.5431... Generator Loss: 1.2583 Epoch 1/1... Discriminator Loss: 0.3903... Generator Loss: 2.5291 Epoch 1/1... Discriminator Loss: 0.5560... Generator Loss: 1.2812
Epoch 1/1... Discriminator Loss: 0.9078... Generator Loss: 1.2056 Epoch 1/1... Discriminator Loss: 0.5699... Generator Loss: 1.1732 Epoch 1/1... Discriminator Loss: 0.4274... Generator Loss: 2.2401 Epoch 1/1... Discriminator Loss: 0.6115... Generator Loss: 3.8772 Epoch 1/1... Discriminator Loss: 0.6169... Generator Loss: 1.1716 Epoch 1/1... Discriminator Loss: 0.7699... Generator Loss: 0.9601
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.